title
stringlengths 0
125
| url
stringlengths 67
206
| markdown
stringlengths 55
86.1k
| html
stringlengths 198
350k
| crawlDate
stringlengths 24
24
|
|---|---|---|---|---|
Inf1 Inference Performance — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/inf1/index.html#appnote-performance-benchmark
|
# Inf1 Inference Performance — AWS Neuron Documentation
Table of contents
- [Natural Language Processing](#natural-language-processing)
- [Computer Vision](#computer-vision)
The following tables contain the reference inference performance for models in the tutorials. Follow the links on each row to replicate similar results in your own environment. Refer to [Setup Environment](../../devflows/inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv) documentation to create a new environment based on the latest Neuron release.
## [Natural Language Processing](#id1)[#](#natural-language-processing "Permalink to this headline")
Throughput optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Avg Throughput (/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Model details
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
BERT base (bert-base-cased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
1100
|
58
|
61
|
$0.058
|
Batch
|
2.14.0
|
Data Parallel
|
8
|
fp32, sequence-length=128
|
|
BERT base (bert-base-uncased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
1181
|
41
|
45
|
$0.054
|
Batch
|
2.14.0
|
Data Parallel
|
6
|
fp32, sequence-length=128
|
|
DistilBERT base (distilbert-base-uncased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
1873
|
29
|
60
|
$0.034
|
Batch
|
2.14.0
|
Data Parallel
|
7
|
fp32, sequence-length=128
|
|
DistilBERT base (distilbert-base-uncased-finetuned-sst-2-english)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
1879
|
29
|
58
|
$0.034
|
Batch
|
2.14.0
|
Data Parallel
|
7
|
fp32, sequence-length=128
|
|
DistilRoBERTa base (distilroberta-base)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
1633
|
33
|
62
|
$0.039
|
Batch
|
2.14.0
|
Data Parallel
|
7
|
fp32, sequence-length=128
|
Latency optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Avg Throughput (/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Model details
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
BERT base (bert-base-cased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
126
|
8
|
8
|
$0.503
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
fp32, sequence-length=128
|
|
BERT base (bert-base-uncased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
283
|
11
|
11
|
$0.224
|
Real Time
|
2.14.0
|
Data Parallel
|
3
|
fp32, sequence-length=128
|
|
DistilBERT base (distilbert-base-uncased)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
514
|
12
|
12
|
$0.123
|
Real Time
|
2.14.0
|
Data Parallel
|
6
|
fp32, sequence-length=128
|
|
DistilBERT base (distilbert-base-uncased-finetuned-sst-2-english)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
506
|
10
|
10
|
$0.125
|
Real Time
|
2.14.0
|
Data Parallel
|
5
|
fp32, sequence-length=128
|
|
DistilRoBERTa base (distilroberta-base)
|
[Compile](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_compile.py) + [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_benchmark.py)
|
PyTorch 1.13.0
|
inf1.xlarge
|
424
|
7
|
8
|
$0.149
|
Real Time
|
2.14.0
|
Data Parallel
|
3
|
fp32, sequence-length=128
|
\*_Throughput and latency numbers in this table were computed using_ [NeuronPerf](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/neuron-guide/neuronperf/index.html)_. To reproduce these results, install NeuronPerf and run the provided scripts._
|
Model
|
Tutorial
|
Framework
|
Inst. Type
|
Avg Throughput (/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Model details
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
BERT base
|
[HuggingFace Pretrained BERT](../../../src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.html)
|
PyTorch 1.13
|
inf1.xlarge
|
966
|
21
|
23
|
$0.066
|
Batch
|
2.13.0
|
Data Parallel
|
6
|
fp32, bert-base-cased-finetuned-mrpc, sequence-length=128
|
|
BERT base
|
[HuggingFace distilBERT with Tensorflow2](../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html)
|
Tensorflow 2.8
|
inf1.6xlarge
|
2155
|
30
|
33
|
$0.152
|
Batch
|
2.13.0
|
Data Parallel
|
16
|
fp32, distilbert-base-uncased-finetuned-sst-2-english, sequence-length=128
|
|
BERT base
|
[Using NeuronCore Pipeline](../../../src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.html)
|
PyTorch 1.13
|
inf1.6xlarge
|
1996
|
6
|
6
|
$0.164
|
Real Time
|
2.13.0
|
Model Pipeline
|
1
|
fp32, bert-base-uncased, sequence-length=128
|
\*_Throughput and latency numbers in this table were generated using Neuron Tutorials._
## [Computer Vision](#id2)[#](#computer-vision "Permalink to this headline")
|
Model
|
Tutorial
|
Framework
|
Inst. Type
|
Avg Throughput (/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Model details
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
OpenPose
|
[Running OpenPose on Inferentia](../../../src/examples/tensorflow/openpose_demo/openpose.html)
|
Tensorflow 1.15
|
inf1.xlarge
|
58
|
60
|
67
|
$1.101
|
Real Time
|
2.12.0
|
Data Parallel
|
1
|
fp16
|
|
Resnet-50
|
[ResNet-50 optimization example](../../../src/examples/tensorflow/keras_resnet50/keras_resnet50.html)
|
Tensorflow 1.15
|
inf1.xlarge
|
2207
|
18
|
23
|
$0.029
|
Batch
|
2.12.0
|
Data Parallel
|
10
|
fp16
|
|
Resnet-50
|
[Resnet50 model for Inferentia](../../../src/examples/pytorch/resnet50.html)
|
PyTorch 1.13
|
inf1.xlarge
|
922
|
22
|
23
|
$0.069
|
Batch
|
2.13.0
|
Data Parallel
|
5
|
fp32
|
|
YOLO v4
|
[Evaluate YOLO v4 on Inferentia](../../../src/examples/pytorch/yolo_v4.html)
|
PyTorch 1.13
|
inf1.2xlarge
|
182
|
39
|
51
|
$0.551
|
Real Time
|
2.13.0
|
Data Parallel
|
1
|
fp32
|
\*_Throughput and latency numbers in this table were generated using Neuron Tutorials._
Note
**Cost per 1M inferences** is calculated using US East (N. Virginia) On-Demand hourly rate.
**Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Inf1 Inference Performance — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/benchmarks/inf1/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/benchmarks/inf1/index.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/benchmarks/inf1/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/benchmarks/inf1/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#natural-language-processing">
Natural Language Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#computer-vision">
Computer Vision
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Inf1 Inference Performance</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#natural-language-processing">
Natural Language Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#computer-vision">
Computer Vision
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="inf1-inference-performance">
<span id="appnote-performance-benchmark"></span><h1>Inf1 Inference Performance<a class="headerlink" href="#inf1-inference-performance" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#natural-language-processing" id="id1">Natural Language Processing</a></p></li>
<li><p><a class="reference internal" href="#computer-vision" id="id2">Computer Vision</a></p></li>
</ul>
</div>
<p>The following tables contain the reference inference performance for models in the tutorials. Follow the links on each row to replicate similar results in your own environment. Refer to <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv"><span class="std std-ref">Setup Environment</span></a> documentation to create a new environment based on the latest Neuron release.</p>
<p><em>Last update: September 15th, 2023</em></p>
<div class="section" id="natural-language-processing">
<span id="nlp"></span><h2><a class="toc-backref" href="#id1">Natural Language Processing</a><a class="headerlink" href="#natural-language-processing" title="Permalink to this headline">#</a></h2>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Throughput optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Avg Throughput (/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Model details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>BERT base (bert-base-cased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>1100</p></td>
<td><p>58</p></td>
<td><p>61</p></td>
<td><p>$0.058</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>8</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-odd"><td><p>BERT base (bert-base-uncased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>1181</p></td>
<td><p>41</p></td>
<td><p>45</p></td>
<td><p>$0.054</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>6</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-even"><td><p>DistilBERT base (distilbert-base-uncased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>1873</p></td>
<td><p>29</p></td>
<td><p>60</p></td>
<td><p>$0.034</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>7</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-odd"><td><p>DistilBERT base (distilbert-base-uncased-finetuned-sst-2-english)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>1879</p></td>
<td><p>29</p></td>
<td><p>58</p></td>
<td><p>$0.034</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>7</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-even"><td><p>DistilRoBERTa base (distilroberta-base)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>1633</p></td>
<td><p>33</p></td>
<td><p>62</p></td>
<td><p>$0.039</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>7</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
</tbody>
</table>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Latency optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Avg Throughput (/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Model details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>BERT base (bert-base-cased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-cased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>126</p></td>
<td><p>8</p></td>
<td><p>8</p></td>
<td><p>$0.503</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-odd"><td><p>BERT base (bert-base-uncased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/bert-base-uncased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>283</p></td>
<td><p>11</p></td>
<td><p>11</p></td>
<td><p>$0.224</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>3</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-even"><td><p>DistilBERT base (distilbert-base-uncased)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>514</p></td>
<td><p>12</p></td>
<td><p>12</p></td>
<td><p>$0.123</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>6</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-odd"><td><p>DistilBERT base (distilbert-base-uncased-finetuned-sst-2-english)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilbert-base-uncased-finetuned-sst-2-english_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>506</p></td>
<td><p>10</p></td>
<td><p>10</p></td>
<td><p>$0.125</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>5</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
<tr class="row-even"><td><p>DistilRoBERTa base (distilroberta-base)</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_compile.py">Compile</a> + <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/distilroberta-base_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.0</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>424</p></td>
<td><p>7</p></td>
<td><p>8</p></td>
<td><p>$0.149</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>3</p></td>
<td><p>fp32, sequence-length=128</p></td>
</tr>
</tbody>
</table>
</div>
</div>
<p>*<em>Throughput and latency numbers in this table were computed using</em> <a class="reference external" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/neuron-guide/neuronperf/index.html">NeuronPerf</a><em>. To reproduce these results, install NeuronPerf and run the provided scripts.</em></p>
<table class="table">
<colgroup>
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Tutorial</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Avg Throughput (/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Model details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>BERT base</p></td>
<td><p><a class="reference internal" href="../../../src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.html"><span class="std std-ref">HuggingFace Pretrained BERT</span></a></p></td>
<td><p>PyTorch 1.13</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>966</p></td>
<td><p>21</p></td>
<td><p>23</p></td>
<td><p>$0.066</p></td>
<td><p>Batch</p></td>
<td><p>2.13.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>6</p></td>
<td><p>fp32, bert-base-cased-finetuned-mrpc, sequence-length=128</p></td>
</tr>
<tr class="row-odd"><td><p>BERT base</p></td>
<td><p><a class="reference internal" href="../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html"><span class="std std-ref">HuggingFace distilBERT with Tensorflow2</span></a></p></td>
<td><p>Tensorflow 2.8</p></td>
<td><p>inf1.6xlarge</p></td>
<td><p>2155</p></td>
<td><p>30</p></td>
<td><p>33</p></td>
<td><p>$0.152</p></td>
<td><p>Batch</p></td>
<td><p>2.13.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>fp32, distilbert-base-uncased-finetuned-sst-2-english, sequence-length=128</p></td>
</tr>
<tr class="row-even"><td><p>BERT base</p></td>
<td><p><a class="reference internal" href="../../../src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.html"><span class="std std-ref">Using NeuronCore Pipeline</span></a></p></td>
<td><p>PyTorch 1.13</p></td>
<td><p>inf1.6xlarge</p></td>
<td><p>1996</p></td>
<td><p>6</p></td>
<td><p>6</p></td>
<td><p>$0.164</p></td>
<td><p>Real Time</p></td>
<td><p>2.13.0</p></td>
<td><p>Model Pipeline</p></td>
<td><p>1</p></td>
<td><p>fp32, bert-base-uncased, sequence-length=128</p></td>
</tr>
</tbody>
</table>
<p>*<em>Throughput and latency numbers in this table were generated using Neuron Tutorials.</em></p>
</div>
<div class="section" id="computer-vision">
<h2><a class="toc-backref" href="#id2">Computer Vision</a><a class="headerlink" href="#computer-vision" title="Permalink to this headline">#</a></h2>
<table class="table">
<colgroup>
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
<col style="width: 8%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Tutorial</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Avg Throughput (/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Model details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>OpenPose</p></td>
<td><p><a class="reference internal" href="../../../src/examples/tensorflow/openpose_demo/openpose.html"><span class="std std-ref">Running OpenPose on Inferentia</span></a></p></td>
<td><p>Tensorflow 1.15</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>58</p></td>
<td><p>60</p></td>
<td><p>67</p></td>
<td><p>$1.101</p></td>
<td><p>Real Time</p></td>
<td><p>2.12.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>fp16</p></td>
</tr>
<tr class="row-odd"><td><p>Resnet-50</p></td>
<td><p><a class="reference internal" href="../../../src/examples/tensorflow/keras_resnet50/keras_resnet50.html"><span class="std std-ref">ResNet-50 optimization example</span></a></p></td>
<td><p>Tensorflow 1.15</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>2207</p></td>
<td><p>18</p></td>
<td><p>23</p></td>
<td><p>$0.029</p></td>
<td><p>Batch</p></td>
<td><p>2.12.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>10</p></td>
<td><p>fp16</p></td>
</tr>
<tr class="row-even"><td><p>Resnet-50</p></td>
<td><p><a class="reference internal" href="../../../src/examples/pytorch/resnet50.html"><span class="std std-ref">Resnet50 model for Inferentia</span></a></p></td>
<td><p>PyTorch 1.13</p></td>
<td><p>inf1.xlarge</p></td>
<td><p>922</p></td>
<td><p>22</p></td>
<td><p>23</p></td>
<td><p>$0.069</p></td>
<td><p>Batch</p></td>
<td><p>2.13.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>5</p></td>
<td><p>fp32</p></td>
</tr>
<tr class="row-odd"><td><p>YOLO v4</p></td>
<td><p><a class="reference internal" href="../../../src/examples/pytorch/yolo_v4.html"><span class="std std-ref">Evaluate YOLO v4 on Inferentia</span></a></p></td>
<td><p>PyTorch 1.13</p></td>
<td><p>inf1.2xlarge</p></td>
<td><p>182</p></td>
<td><p>39</p></td>
<td><p>51</p></td>
<td><p>$0.551</p></td>
<td><p>Real Time</p></td>
<td><p>2.13.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>fp32</p></td>
</tr>
</tbody>
</table>
<p>*<em>Throughput and latency numbers in this table were generated using Neuron Tutorials.</em></p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Cost per 1M inferences</strong> is calculated using US East (N. Virginia) On-Demand hourly rate.</p>
<p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:26.271Z
|
Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eos-pytorch-1-9.html
|
# Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `torch-neuron` version 1.9[#](#announcing-end-of-support-for-torch-neuron-version-1-9 "Permalink to this headline")
[Neuron release 2.13](../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew) will be the last release that will include support for `torch-neuron` version 1.9. Future Neuron releases will not include support for `torch-neuron` version 1.9.
Current users of `torch-neuron` version 1.9 are advised to migrate to latest supported `torch-neuron` version.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for torch-neuron version 1.9 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-eos-pytorch-1-9", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-eos-pytorch-1-9.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-eos-pytorch-1-9.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-eos-pytorch-1-9.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for torch-neuron version 1.9</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-end-of-support-for-torch-neuron-version-1-9">
<span id="announce-eol-pytorch19"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9<a class="headerlink" href="#announcing-end-of-support-for-torch-neuron-version-1-9" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9. Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9.</p>
<p>Current users of <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9 are advised to migrate to latest supported <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:26.470Z
|
Trn1/Trn1n Performance — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/trn1/trn1-performance.html#trn1-performance
|
# Trn1/Trn1n Performance — AWS Neuron Documentation
_This document is relevant for_: `Trn1`, `Trn1n`
## Trn1/Trn1n Performance[#](#trn1-trn1n-performance "Permalink to this headline")
Table of contents
- [Training Performance (Trn1 / Trn1n)](#training-performance-trn1-trn1n)
- [Inference Performance](#inference-performance)
- [Large Language Models Inference Performance](#large-language-models-inference-performance)
_Last update: September 15th, 2023_
## [Training Performance (Trn1 / Trn1n)](#id6)[#](#training-performance-trn1-trn1n "Permalink to this headline")
|
Model
|
Instance-Type
|
Training Data-Type
|
Nodes
|
Topology
|
Microbatch
|
Global Minibatch
|
Optimizer
|
Performance \[seq/sec\]
|
MFU\[%\]
|
ComputeCostPerToken(Tflops)
|
Strong/Weak Scaling
|
Neuron Version
|
Neuron Tutorial/Example
|
Pytorch Neuron(torch-neuronx) Version
|
OS Type.
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
HuggingFace BERT-Large Ph1 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
16
|
\[32xNC(DP)\] x 16Nodes(DP)
|
16
|
1048576
|
Lamb
|
52305.17
| | |
weak scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
HuggingFace BERT-Large Ph2 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
16
|
\[32xNC(DP)\] x 16Nodes(DP)
|
2
|
524288
|
Lamb
|
6997.3584
| | |
weak scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
HuggingFace BERT-Large Ph1 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16/AMP
|
16
|
\[32xNC(DP)\] x 16Nodes(DP)
|
16
|
16384
|
AdamW
|
24518.47
| | |
strong scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
HuggingFace BERT-Large Ph1 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
FP32
|
16
|
\[32xNC(DP)\] x 16Nodes(DP)
|
8
|
1048576
|
Lamb
|
28534.24
| | |
weak scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
HuggingFace BERT-Large Ph1 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
1
|
\[32xNC(DP)\]
|
16
|
16384
|
AdamW
|
3618.22
| | |
strong scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
HuggingFace BERT-Large Ph1 pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
1
|
\[32xNC(DP)\]
|
16
|
65536
|
Lamb
|
3442.49
| | |
strong scaling
|
2.14.0
|
[Hugging Face BERT Pretraining Tutorial](../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial)
|
1.13.1.1.11.0
|
U20
|
|
GPT3-23B pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
32
|
TP=8 DP=32 PP=4
|
1
|
1024
|
AdamW
|
103
|
32.3
|
289
|
strong scaling
|
2.14.0
|
[nemo-megatron](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md)
|
1.13.1.1.11.0
|
U20
|
|
GPT3-46B pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
32
|
TP=8 DP=16 PP=8
|
1
|
1024
|
AdamW
|
45.9
|
28.79
|
578
|
strong scaling
|
2.14.0
|
[nemo-megatron](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md)
|
1.13.1.1.11.0
|
U20
|
|
GPT3-175B pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
32
|
TP=32 DP=4 PP=8
|
1
|
1024
|
AdamW
|
12.7
|
33.14
|
2197
|
strong scaling
|
2.13.0
|
[nemo-megatron](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md)
|
1.13.1.1.10.0
|
U20
|
|
Llama2-13B pre-training
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
16
|
TP=8 DP=4 PP=4
|
1
|
1024
|
AdamW
|
31.3
|
22.82
|
336
|
strong scaling
|
2.14.0
|
[nemo-megatron](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md)
|
1.13.1.1.10.0
|
U20
|
|
HuggingFace ViT-Base fine-tuning
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
1
|
\[32xNC(DP)\]
|
56
|
1792
|
AdamW
|
4835.53
| | |
weak scaling
|
2.14.0
|
[ViT-Base Fine-tuning Example](https://github.com/aws-neuron/aws-neuron-samples-staging/blob/master/torch-neuronx/training/hf_image_classification/vit.ipynb)
|
1.13.1.1.10.0
|
U20
|
|
HuggingFace CLIP-Base fine-tuning
|
trn1.32xlarge/trn1n.32xlarge
|
Autocast:BF16+SR
|
1
|
\[32xNC(DP)\]
|
80
|
2560
|
AdamW
|
4527.51
| | |
weak scaling
|
2.14.0
|
[CLIP-Base Fine-tuning](https://github.com/aws-neuron/aws-neuron-samples-staging/blob/master/torch-neuronx/training/hf_contrastive_image_text/CLIPBase.ipynb)
|
1.13.1.1.10.0
|
U20
|
Note
**TP (Tensor Parallel), PP (Pipeline Parallel) and DP (Data Parallel)** Topology configuration refers to the degrees of 3D Parallelism (How the model and data is sharded across neuron cores).
TP and PP are specified in the run script and DP is calculated by dividing [\*\*](#id4)world size\*\*(Number of nodes/instances \* Number of neuron cores per instance) by TP \* PP degrees.
For example : TP = 4, PP = 4 and Number of instances is 32 (trn1.32xlarge). The world size will be : 32 (num instances) \* 32(neuron cores per instance) = 1024. Now, DP degree = 1024 (World size)/ 4 (TP) \* 4 (PP) = 64
## [Inference Performance](#id7)[#](#inference-performance "Permalink to this headline")
Throughput optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Task
|
Throughput (inference/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Sequence Length
|
Model Data Type
|
Compilation Autocast Data Type
|
OS Type
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
albert-base-v2
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3070.0
|
10.39
|
10.6
|
$0.121
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3034.26
|
10.51
|
10.62
|
$0.123
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-cased-finetuned-mrpc
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Sequence Classification
|
3435.5
|
9.31
|
9.33
|
$0.108
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
2919.54
|
5.48
|
5.51
|
$0.127
|
Batch
|
2.14.0
|
Data Parallel
|
8
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-large-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
994.75
|
8.05
|
8.07
|
$0.374
|
Batch
|
2.14.0
|
Data Parallel
|
4
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-large-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1033.36
|
15.48
|
15.55
|
$0.360
|
Batch
|
2.14.0
|
Data Parallel
|
8
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
camembert-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
2943.2
|
10.85
|
11.06
|
$0.126
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
5380.35
|
5.94
|
6.0
|
$0.069
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-cased-distilled-squad
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
5373.35
|
6.0
|
5.94
|
$0.069
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
5350.07
|
5.98
|
6.02
|
$0.070
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
google/electra-base-discriminator
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3039.13
|
10.51
|
10.62
|
$0.122
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3181.2
|
10.05
|
10.11
|
$0.117
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2-large
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.32xlarge
|
Raw Output (AutoModel)
|
530.34
|
30.16
|
30.21
|
$11.261
|
Batch
|
2.14.0
|
Data Parallel
|
8
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2-medium
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1104.12
|
28.96
|
29.09
|
$0.337
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
roberta-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
2917.64
|
10.96
|
11.05
|
$0.128
|
Batch
|
2.14.0
|
Data Parallel
|
16
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
roberta-large
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1021.49
|
15.65
|
15.72
|
$0.364
|
Batch
|
2.14.0
|
Data Parallel
|
8
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
xlm-roberta-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.32xlarge
|
Raw Output (AutoModel)
|
46.52
|
344.02
|
346.33
|
$128.380
|
Batch
|
2.14.0
|
Data Parallel
|
4
|
128
|
FP32
|
Matmult-BF16
|
U22
|
Note
**Cost per 1M inferences** is calculated using On-Demand hourly rate.
**Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference.
Latency optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Task
|
Throughput (inference/sec)
|
Latency P50 (ms)
|
Latency P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
Batch Size
|
Sequence Length
|
Model Data Type
|
Compilation Autocast Data Type
|
OS Type
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
albert-base-v2
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
2035.2
|
0.98
|
1.01
|
$0.183
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1923.77
|
1.03
|
1.06
|
$0.193
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-cased-finetuned-mrpc
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Sequence Classification
|
2155.66
|
0.92
|
0.94
|
$0.173
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-base-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1932.42
|
1.04
|
1.06
|
$0.193
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-large-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
715.67
|
2.79
|
2.81
|
$0.520
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
bert-large-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
716.19
|
2.79
|
2.81
|
$0.520
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
camembert-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1913.61
|
1.04
|
1.07
|
$0.195
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-cased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3173.03
|
0.63
|
0.65
|
$0.117
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-cased-distilled-squad
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3158.87
|
0.63
|
0.66
|
$0.118
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
distilbert-base-uncased
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
3163.3
|
0.63
|
0.65
|
$0.118
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
google/electra-base-discriminator
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1973.0
|
1.01
|
1.05
|
$0.189
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
2028.59
|
0.98
|
1.03
|
$0.183
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2-large
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.32xlarge
|
Raw Output (AutoModel)
|
324.18
|
6.16
|
6.22
|
$18.423
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
gpt2-medium
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
737.9
|
2.71
|
2.75
|
$0.504
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
roberta-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
1915.0
|
1.04
|
1.06
|
$0.194
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
roberta-large
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.2xlarge
|
Raw Output (AutoModel)
|
713.52
|
2.8
|
2.85
|
$0.522
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
|
xlm-roberta-base
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py)
|
PyTorch 1.13.1
|
trn1.32xlarge
|
Raw Output (AutoModel)
|
37.74
|
52.95
|
53.7
|
$158.246
|
Real Time
|
2.14.0
|
Data Parallel
|
1
|
128
|
FP32
|
Matmult-BF16
|
U22
|
Note
**Cost per 1M inferences** is calculated using On-Demand hourly rate.
**Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference.
## [Large Language Models Inference Performance](#id8)[#](#large-language-models-inference-performance "Permalink to this headline")
Throughput optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Task
|
Throughput (tokens/second)
|
Latency per Token P50 (ms)
|
Latency per Token P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
TP Degree
|
DP Degree
|
Batch Size
|
Sequence Length
|
Input Length
|
Output Length
|
Model Data Type
|
Compilation Autocast Data Type
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
Llama-2-13b
|
[Sample](https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
152.5
|
6.6
|
6.6
|
$39.162
|
Batch
|
2.14.0
|
Tensor Parallel
|
32
|
1
|
1
|
256
|
64
|
192
|
FP16
|
Matmult-BF16
|
|
opt-13b
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
3622.3
|
59.4
|
69.6
|
$1.649
|
Batch
|
2.14.0
|
Tensor Parallel
|
8
|
1
|
256
|
128
|
9
|
119
|
FP16
|
Matmult-BF16
|
|
opt-30b
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
2382.7
|
96.9
|
101.1
|
$2.506
|
Batch
|
2.14.0
|
Tensor Parallel
|
8
|
1
|
256
|
128
|
9
|
119
|
FP16
|
Matmult-BF16
|
Note
**Throughput (tokens/second)** counts both input and output tokens
**Latency per Token** counts both input and output tokens
**Cost per 1M inferences** is calculated using On-Demand hourly rate.
**Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference.
Latency optimized
|
Model
|
Scripts
|
Framework
|
Inst. Type
|
Task
|
Throughput (tokens/second)
|
Latency per Token P50 (ms)
|
Latency per Token P99 (ms)
|
Cost per 1M inferences
|
Application Type
|
Neuron Version
|
Run Mode
|
TP Degree
|
DP Degree
|
Batch Size
|
Sequence Length
|
Input Length
|
Output Length
|
Model Data Type
|
Compilation Autocast Data Type
|
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
|
Llama-2-13b
|
[Sample](https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
152.5
|
6.6
|
6.6
|
$39.162
|
Real Time
|
2.14.0
|
Tensor Parallel
|
32
|
1
|
1
|
256
|
64
|
192
|
FP16
|
Matmult-BF16
|
|
opt-13b
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
17.7
|
17.9
|
56.1
|
$337.414
|
Real Time
|
2.14.0
|
Tensor Parallel
|
8
|
1
|
256
|
2048
|
9
|
2039
|
FP16
|
Matmult-BF16
|
|
opt-30b
|
[Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py)
|
Transformers Neuron
|
trn1.32xlarge
|
Text Generation
|
37.6
|
38.1
|
26.7
|
$158.836
|
Real Time
|
2.14.0
|
Tensor Parallel
|
8
|
1
|
256
|
2048
|
9
|
2039
|
FP16
|
Matmult-BF16
|
Note
**Throughput (tokens/second)** counts both input and output tokens
**Latency per Token** counts both input and output tokens
**Cost per 1M inferences** is calculated using On-Demand hourly rate.
**Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference.
_This document is relevant for_: `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Trn1/Trn1n Performance — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/benchmarks/trn1/trn1-performance", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script type="text/javascript" src="/_/static/vendor/jquery.js"></script><script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/benchmarks/trn1/trn1-performance.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/benchmarks/trn1/trn1-performance.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/benchmarks/trn1/trn1-performance.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#training-performance-trn1-trn1n">
Training Performance (Trn1 / Trn1n)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#inference-performance">
Inference Performance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#large-language-models-inference-performance">
Large Language Models Inference Performance
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Trn1/Trn1n Performance</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#training-performance-trn1-trn1n">
Training Performance (Trn1 / Trn1n)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#inference-performance">
Inference Performance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#large-language-models-inference-performance">
Large Language Models Inference Performance
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="trn1-trn1n-performance">
<span id="trn1-performance"></span><h1>Trn1/Trn1n Performance<a class="headerlink" href="#trn1-trn1n-performance" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#training-performance-trn1-trn1n" id="id6">Training Performance (Trn1 / Trn1n)</a></p></li>
<li><p><a class="reference internal" href="#inference-performance" id="id7">Inference Performance</a></p></li>
<li><p><a class="reference internal" href="#large-language-models-inference-performance" id="id8">Large Language Models Inference Performance</a></p></li>
</ul>
</div>
<p><em>Last update: September 15th, 2023</em></p>
<div class="section" id="training-performance-trn1-trn1n">
<span id="nlp"></span><h2><a class="toc-backref" href="#id6">Training Performance (Trn1 / Trn1n)</a><a class="headerlink" href="#training-performance-trn1-trn1n" title="Permalink to this headline">#</a></h2>
<table class="table">
<colgroup>
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Instance-Type</p></th>
<th class="head"><p>Training Data-Type</p></th>
<th class="head"><p>Nodes</p></th>
<th class="head"><p>Topology</p></th>
<th class="head"><p>Microbatch</p></th>
<th class="head"><p>Global Minibatch</p></th>
<th class="head"><p>Optimizer</p></th>
<th class="head"><p>Performance [seq/sec]</p></th>
<th class="head"><p>MFU[%]</p></th>
<th class="head"><p>ComputeCostPerToken(Tflops)</p></th>
<th class="head"><p>Strong/Weak Scaling</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Neuron Tutorial/Example</p></th>
<th class="head"><p>Pytorch Neuron(torch-neuronx) Version</p></th>
<th class="head"><p>OS Type.</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>HuggingFace BERT-Large Ph1 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>16</p></td>
<td><p>[32xNC(DP)] x 16Nodes(DP)</p></td>
<td><p>16</p></td>
<td><p>1048576</p></td>
<td><p>Lamb</p></td>
<td><p>52305.17</p></td>
<td></td>
<td></td>
<td><p>weak scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>HuggingFace BERT-Large Ph2 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>16</p></td>
<td><p>[32xNC(DP)] x 16Nodes(DP)</p></td>
<td><p>2</p></td>
<td><p>524288</p></td>
<td><p>Lamb</p></td>
<td><p>6997.3584</p></td>
<td></td>
<td></td>
<td><p>weak scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-even"><td><p>HuggingFace BERT-Large Ph1 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16/AMP</p></td>
<td><p>16</p></td>
<td><p>[32xNC(DP)] x 16Nodes(DP)</p></td>
<td><p>16</p></td>
<td><p>16384</p></td>
<td><p>AdamW</p></td>
<td><p>24518.47</p></td>
<td></td>
<td></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>HuggingFace BERT-Large Ph1 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>FP32</p></td>
<td><p>16</p></td>
<td><p>[32xNC(DP)] x 16Nodes(DP)</p></td>
<td><p>8</p></td>
<td><p>1048576</p></td>
<td><p>Lamb</p></td>
<td><p>28534.24</p></td>
<td></td>
<td></td>
<td><p>weak scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-even"><td><p>HuggingFace BERT-Large Ph1 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>1</p></td>
<td><p>[32xNC(DP)]</p></td>
<td><p>16</p></td>
<td><p>16384</p></td>
<td><p>AdamW</p></td>
<td><p>3618.22</p></td>
<td></td>
<td></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>HuggingFace BERT-Large Ph1 pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>1</p></td>
<td><p>[32xNC(DP)]</p></td>
<td><p>16</p></td>
<td><p>65536</p></td>
<td><p>Lamb</p></td>
<td><p>3442.49</p></td>
<td></td>
<td></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-even"><td><p>GPT3-23B pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>32</p></td>
<td><p>TP=8 DP=32 PP=4</p></td>
<td><p>1</p></td>
<td><p>1024</p></td>
<td><p>AdamW</p></td>
<td><p>103</p></td>
<td><p>32.3</p></td>
<td><p>289</p></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md">nemo-megatron</a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>GPT3-46B pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>32</p></td>
<td><p>TP=8 DP=16 PP=8</p></td>
<td><p>1</p></td>
<td><p>1024</p></td>
<td><p>AdamW</p></td>
<td><p>45.9</p></td>
<td><p>28.79</p></td>
<td><p>578</p></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md">nemo-megatron</a></p></td>
<td><p>1.13.1.1.11.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-even"><td><p>GPT3-175B pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>32</p></td>
<td><p>TP=32 DP=4 PP=8</p></td>
<td><p>1</p></td>
<td><p>1024</p></td>
<td><p>AdamW</p></td>
<td><p>12.7</p></td>
<td><p>33.14</p></td>
<td><p>2197</p></td>
<td><p>strong scaling</p></td>
<td><p>2.13.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md">nemo-megatron</a></p></td>
<td><p>1.13.1.1.10.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>Llama2-13B pre-training</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>16</p></td>
<td><p>TP=8 DP=4 PP=4</p></td>
<td><p>1</p></td>
<td><p>1024</p></td>
<td><p>AdamW</p></td>
<td><p>31.3</p></td>
<td><p>22.82</p></td>
<td><p>336</p></td>
<td><p>strong scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md">nemo-megatron</a></p></td>
<td><p>1.13.1.1.10.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-even"><td><p>HuggingFace ViT-Base fine-tuning</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>1</p></td>
<td><p>[32xNC(DP)]</p></td>
<td><p>56</p></td>
<td><p>1792</p></td>
<td><p>AdamW</p></td>
<td><p>4835.53</p></td>
<td></td>
<td></td>
<td><p>weak scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples-staging/blob/master/torch-neuronx/training/hf_image_classification/vit.ipynb">ViT-Base Fine-tuning Example</a></p></td>
<td><p>1.13.1.1.10.0</p></td>
<td><p>U20</p></td>
</tr>
<tr class="row-odd"><td><p>HuggingFace CLIP-Base fine-tuning</p></td>
<td><p>trn1.32xlarge/trn1n.32xlarge</p></td>
<td><p>Autocast:BF16+SR</p></td>
<td><p>1</p></td>
<td><p>[32xNC(DP)]</p></td>
<td><p>80</p></td>
<td><p>2560</p></td>
<td><p>AdamW</p></td>
<td><p>4527.51</p></td>
<td></td>
<td></td>
<td><p>weak scaling</p></td>
<td><p>2.14.0</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples-staging/blob/master/torch-neuronx/training/hf_contrastive_image_text/CLIPBase.ipynb">CLIP-Base Fine-tuning</a></p></td>
<td><p>1.13.1.1.10.0</p></td>
<td><p>U20</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>TP (Tensor Parallel), PP (Pipeline Parallel) and DP (Data Parallel)</strong> Topology configuration refers to the degrees of 3D Parallelism (How the model and data is sharded across neuron cores).</p>
<p>TP and PP are specified in the run script and DP is calculated by dividing <a href="#id4"><span class="problematic" id="id5">**</span></a>world size**(Number of nodes/instances * Number of neuron cores per instance) by TP * PP degrees.</p>
<p>For example : TP = 4, PP = 4 and Number of instances is 32 (trn1.32xlarge). The world size will be : 32 (num instances) * 32(neuron cores per instance) = 1024. Now, DP degree = 1024 (World size)/ 4 (TP) * 4 (PP) = 64</p>
</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Read more about strong vs weak scaling here <a class="reference internal" href="../../faq/training/neuron-training.html#neuron-training-faq"><span class="std std-ref">Training with Neuron - FAQ</span></a></p>
</div>
</div>
<div class="section" id="inference-performance">
<h2><a class="toc-backref" href="#id7">Inference Performance</a><a class="headerlink" href="#inference-performance" title="Permalink to this headline">#</a></h2>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Throughput optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Task</p></th>
<th class="head"><p>Throughput (inference/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Sequence Length</p></th>
<th class="head"><p>Model Data Type</p></th>
<th class="head"><p>Compilation Autocast Data Type</p></th>
<th class="head"><p>OS Type</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>albert-base-v2</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3070.0</p></td>
<td><p>10.39</p></td>
<td><p>10.6</p></td>
<td><p>$0.121</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-base-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3034.26</p></td>
<td><p>10.51</p></td>
<td><p>10.62</p></td>
<td><p>$0.123</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>bert-base-cased-finetuned-mrpc</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Sequence Classification</p></td>
<td><p>3435.5</p></td>
<td><p>9.31</p></td>
<td><p>9.33</p></td>
<td><p>$0.108</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-base-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>2919.54</p></td>
<td><p>5.48</p></td>
<td><p>5.51</p></td>
<td><p>$0.127</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>8</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>bert-large-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>994.75</p></td>
<td><p>8.05</p></td>
<td><p>8.07</p></td>
<td><p>$0.374</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>4</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-large-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1033.36</p></td>
<td><p>15.48</p></td>
<td><p>15.55</p></td>
<td><p>$0.360</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>8</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>camembert-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>2943.2</p></td>
<td><p>10.85</p></td>
<td><p>11.06</p></td>
<td><p>$0.126</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>distilbert-base-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>5380.35</p></td>
<td><p>5.94</p></td>
<td><p>6.0</p></td>
<td><p>$0.069</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>distilbert-base-cased-distilled-squad</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>5373.35</p></td>
<td><p>6.0</p></td>
<td><p>5.94</p></td>
<td><p>$0.069</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>distilbert-base-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>5350.07</p></td>
<td><p>5.98</p></td>
<td><p>6.02</p></td>
<td><p>$0.070</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>google/electra-base-discriminator</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3039.13</p></td>
<td><p>10.51</p></td>
<td><p>10.62</p></td>
<td><p>$0.122</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>gpt2</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3181.2</p></td>
<td><p>10.05</p></td>
<td><p>10.11</p></td>
<td><p>$0.117</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>gpt2-large</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>530.34</p></td>
<td><p>30.16</p></td>
<td><p>30.21</p></td>
<td><p>$11.261</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>8</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>gpt2-medium</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1104.12</p></td>
<td><p>28.96</p></td>
<td><p>29.09</p></td>
<td><p>$0.337</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>roberta-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>2917.64</p></td>
<td><p>10.96</p></td>
<td><p>11.05</p></td>
<td><p>$0.128</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>16</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>roberta-large</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1021.49</p></td>
<td><p>15.65</p></td>
<td><p>15.72</p></td>
<td><p>$0.364</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>8</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>xlm-roberta-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>46.52</p></td>
<td><p>344.02</p></td>
<td><p>346.33</p></td>
<td><p>$128.380</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>4</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Cost per 1M inferences</strong> is calculated using On-Demand hourly rate.</p>
<p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Latency optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
<col style="width: 6%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Task</p></th>
<th class="head"><p>Throughput (inference/sec)</p></th>
<th class="head"><p>Latency P50 (ms)</p></th>
<th class="head"><p>Latency P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Sequence Length</p></th>
<th class="head"><p>Model Data Type</p></th>
<th class="head"><p>Compilation Autocast Data Type</p></th>
<th class="head"><p>OS Type</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>albert-base-v2</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>2035.2</p></td>
<td><p>0.98</p></td>
<td><p>1.01</p></td>
<td><p>$0.183</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-base-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1923.77</p></td>
<td><p>1.03</p></td>
<td><p>1.06</p></td>
<td><p>$0.193</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>bert-base-cased-finetuned-mrpc</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Sequence Classification</p></td>
<td><p>2155.66</p></td>
<td><p>0.92</p></td>
<td><p>0.94</p></td>
<td><p>$0.173</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-base-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1932.42</p></td>
<td><p>1.04</p></td>
<td><p>1.06</p></td>
<td><p>$0.193</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>bert-large-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>715.67</p></td>
<td><p>2.79</p></td>
<td><p>2.81</p></td>
<td><p>$0.520</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>bert-large-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>716.19</p></td>
<td><p>2.79</p></td>
<td><p>2.81</p></td>
<td><p>$0.520</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>camembert-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1913.61</p></td>
<td><p>1.04</p></td>
<td><p>1.07</p></td>
<td><p>$0.195</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>distilbert-base-cased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3173.03</p></td>
<td><p>0.63</p></td>
<td><p>0.65</p></td>
<td><p>$0.117</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>distilbert-base-cased-distilled-squad</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3158.87</p></td>
<td><p>0.63</p></td>
<td><p>0.66</p></td>
<td><p>$0.118</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>distilbert-base-uncased</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>3163.3</p></td>
<td><p>0.63</p></td>
<td><p>0.65</p></td>
<td><p>$0.118</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>google/electra-base-discriminator</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1973.0</p></td>
<td><p>1.01</p></td>
<td><p>1.05</p></td>
<td><p>$0.189</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>gpt2</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>2028.59</p></td>
<td><p>0.98</p></td>
<td><p>1.03</p></td>
<td><p>$0.183</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>gpt2-large</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>324.18</p></td>
<td><p>6.16</p></td>
<td><p>6.22</p></td>
<td><p>$18.423</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>gpt2-medium</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>737.9</p></td>
<td><p>2.71</p></td>
<td><p>2.75</p></td>
<td><p>$0.504</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>roberta-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>1915.0</p></td>
<td><p>1.04</p></td>
<td><p>1.06</p></td>
<td><p>$0.194</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-odd"><td><p>roberta-large</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.2xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>713.52</p></td>
<td><p>2.8</p></td>
<td><p>2.85</p></td>
<td><p>$0.522</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
<tr class="row-even"><td><p>xlm-roberta-base</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td>
<td><p>PyTorch 1.13.1</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Raw Output (AutoModel)</p></td>
<td><p>37.74</p></td>
<td><p>52.95</p></td>
<td><p>53.7</p></td>
<td><p>$158.246</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Data Parallel</p></td>
<td><p>1</p></td>
<td><p>128</p></td>
<td><p>FP32</p></td>
<td><p>Matmult-BF16</p></td>
<td><p>U22</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Cost per 1M inferences</strong> is calculated using On-Demand hourly rate.</p>
<p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p>
</div>
</div>
</div>
</div>
<div class="section" id="large-language-models-inference-performance">
<h2><a class="toc-backref" href="#id8">Large Language Models Inference Performance</a><a class="headerlink" href="#large-language-models-inference-performance" title="Permalink to this headline">#</a></h2>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Throughput optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Task</p></th>
<th class="head"><p>Throughput (tokens/second)</p></th>
<th class="head"><p>Latency per Token P50 (ms)</p></th>
<th class="head"><p>Latency per Token P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>TP Degree</p></th>
<th class="head"><p>DP Degree</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Sequence Length</p></th>
<th class="head"><p>Input Length</p></th>
<th class="head"><p>Output Length</p></th>
<th class="head"><p>Model Data Type</p></th>
<th class="head"><p>Compilation Autocast Data Type</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Llama-2-13b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">Sample</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>152.5</p></td>
<td><p>6.6</p></td>
<td><p>6.6</p></td>
<td><p>$39.162</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>32</p></td>
<td><p>1</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>64</p></td>
<td><p>192</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
<tr class="row-odd"><td><p>opt-13b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>3622.3</p></td>
<td><p>59.4</p></td>
<td><p>69.6</p></td>
<td><p>$1.649</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>8</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>128</p></td>
<td><p>9</p></td>
<td><p>119</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
<tr class="row-even"><td><p>opt-30b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>2382.7</p></td>
<td><p>96.9</p></td>
<td><p>101.1</p></td>
<td><p>$2.506</p></td>
<td><p>Batch</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>8</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>128</p></td>
<td><p>9</p></td>
<td><p>119</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Throughput (tokens/second)</strong> counts both input and output tokens</p>
<p><strong>Latency per Token</strong> counts both input and output tokens</p>
<p><strong>Cost per 1M inferences</strong> is calculated using On-Demand hourly rate.</p>
<p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Latency optimized</label><div class="sd-tab-content docutils">
<table class="table">
<colgroup>
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
<col style="width: 5%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Model</p></th>
<th class="head"><p>Scripts</p></th>
<th class="head"><p>Framework</p></th>
<th class="head"><p>Inst. Type</p></th>
<th class="head"><p>Task</p></th>
<th class="head"><p>Throughput (tokens/second)</p></th>
<th class="head"><p>Latency per Token P50 (ms)</p></th>
<th class="head"><p>Latency per Token P99 (ms)</p></th>
<th class="head"><p>Cost per 1M inferences</p></th>
<th class="head"><p>Application Type</p></th>
<th class="head"><p>Neuron Version</p></th>
<th class="head"><p>Run Mode</p></th>
<th class="head"><p>TP Degree</p></th>
<th class="head"><p>DP Degree</p></th>
<th class="head"><p>Batch Size</p></th>
<th class="head"><p>Sequence Length</p></th>
<th class="head"><p>Input Length</p></th>
<th class="head"><p>Output Length</p></th>
<th class="head"><p>Model Data Type</p></th>
<th class="head"><p>Compilation Autocast Data Type</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Llama-2-13b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">Sample</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>152.5</p></td>
<td><p>6.6</p></td>
<td><p>6.6</p></td>
<td><p>$39.162</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>32</p></td>
<td><p>1</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>64</p></td>
<td><p>192</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
<tr class="row-odd"><td><p>opt-13b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>17.7</p></td>
<td><p>17.9</p></td>
<td><p>56.1</p></td>
<td><p>$337.414</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>8</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>2048</p></td>
<td><p>9</p></td>
<td><p>2039</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
<tr class="row-even"><td><p>opt-30b</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td>
<td><p>Transformers Neuron</p></td>
<td><p>trn1.32xlarge</p></td>
<td><p>Text Generation</p></td>
<td><p>37.6</p></td>
<td><p>38.1</p></td>
<td><p>26.7</p></td>
<td><p>$158.836</p></td>
<td><p>Real Time</p></td>
<td><p>2.14.0</p></td>
<td><p>Tensor Parallel</p></td>
<td><p>8</p></td>
<td><p>1</p></td>
<td><p>256</p></td>
<td><p>2048</p></td>
<td><p>9</p></td>
<td><p>2039</p></td>
<td><p>FP16</p></td>
<td><p>Matmult-BF16</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Throughput (tokens/second)</strong> counts both input and output tokens</p>
<p><strong>Latency per Token</strong> counts both input and output tokens</p>
<p><strong>Cost per 1M inferences</strong> is calculated using On-Demand hourly rate.</p>
<p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:26.809Z
|
Announcing end of support for Python 3.7 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-python-3-7.html
|
# Announcing end of support for Python 3.7 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `Python 3.7`[#](#announcing-end-of-support-for-python-3-7 "Permalink to this headline")
[Neuron release 2.12](../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Python 3.7` . Future Neuron releases will not include support for `Python 3.7`
Current users using `Python 3.7` are advised to migrate to latest supported Python version. (`Python 3.10` )
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for Python 3.7 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-eol-python-3-7", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-eol-python-3-7.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-eol-python-3-7.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-eol-python-3-7.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for Python 3.7</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-end-of-support-for-python-3-7">
<span id="announce-eol-python37"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">3.7</span></code><a class="headerlink" href="#announcing-end-of-support-for-python-3-7" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">3.7</span></code> . Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">3.7</span></code></p>
<p>Current users using <code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">3.7</span></code> are advised to migrate to latest supported Python version. (<code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">3.10</span></code> )</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:27.124Z
|
AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.12.html
|
# AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## AWS Deep Learning AMIs now available with Neuron 2.12 version[#](#aws-deep-learning-amis-now-available-with-neuron-2-12-version "Permalink to this headline")
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.
You can see more about the AMIs at the following URLs
- [AWS Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/)
- [AWS Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/)
- [AWS Deep Learning AMI Neuron TensorFlow 2.10 (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-ubuntu-20-04/)
- [AWS Deep Learning AMI Neuron TensorFlow 2.10 (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-amazon-linux-2/)
- [AWS Deep Learning AMI Base Neuron (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/)
- [AWS Deep Learning AMI Base Neuron (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AWS Deep Learning AMIs now available with Neuron 2.12 version — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/dlami-neuron-2.12", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/dlami-neuron-2.12.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.12.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/dlami-neuron-2.12.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>AWS Deep Learning AMIs now available with Neuron 2.12 version</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="aws-deep-learning-amis-now-available-with-neuron-2-12-version">
<span id="announce-dlami-neuron-2-12"></span><h1>AWS Deep Learning AMIs now available with Neuron 2.12 version<a class="headerlink" href="#aws-deep-learning-amis-now-available-with-neuron-2-12-version" title="Permalink to this headline">#</a></h1>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
<p>You can see more about the AMIs at the following URLs</p>
<ul class="simple">
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/">AWS Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/">AWS Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-ubuntu-20-04/">AWS Deep Learning AMI Neuron TensorFlow 2.10 (Ubuntu 20.04)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-amazon-linux-2/">AWS Deep Learning AMI Neuron TensorFlow 2.10 (Amazon Linux 2)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">AWS Deep Learning AMI Base Neuron (Ubuntu 20.04)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">AWS Deep Learning AMI Base Neuron (Amazon Linux 2)</a></p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:27.426Z
|
AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html
|
# AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## AWS Neuron reference for Megatron-LM no longer supported[#](#aws-neuron-reference-for-megatron-lm-no-longer-supported "Permalink to this headline")
[Neuron release 2.13](../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew) no longer includes support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm).
Current Neuron Megatron-LM users are required to migrate to [AWS Neuron reference for NeMo Megatron](https://github.com/aws-neuron/neuronx-nemo-megatron) or [Neuron Distributed](https://github.com/aws-neuron/neuronx-distributed).
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AWS Neuron reference for Megatron-LM no longer supported — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-eos-megatronlm-2-13", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-eos-megatronlm-2-13.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-eos-megatronlm-2-13.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-eos-megatronlm-2-13.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>AWS Neuron reference for Megatron-LM no longer supported</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="aws-neuron-reference-for-megatron-lm-no-longer-supported">
<span id="announce-eol-megatronlm"></span><h1>AWS Neuron reference for Megatron-LM no longer supported<a class="headerlink" href="#aws-neuron-reference-for-megatron-lm-no-longer-supported" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> no longer includes support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>.</p>
<p>Current Neuron Megatron-LM users are required to migrate to <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">AWS Neuron reference for NeMo Megatron</a> or <a class="reference external" href="https://github.com/aws-neuron/neuronx-distributed">Neuron Distributed</a>.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:27.687Z
|
Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-7.html
|
# Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Announcing end of support for `tensorflow-neuron` versions 2.7[#](#announcing-end-of-support-for-tensorflow-neuron-versions-2-7 "Permalink to this headline")
[Neuron release 2.10](../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.7. Future Neuron releases will not include `tensorflow-neuron` versions 2.7
Current users of those versions are advised to migrate to latest `tensorflow-neuron` version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for tensorflow-neuron versions 2.7 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announce-eol-tf-before-2-7", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announce-eol-tf-before-2-7.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-7.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announce-eol-tf-before-2-7.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for tensorflow-neuron versions 2.7</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-tensorflow-neuron-versions-2-7">
<span id="announce-eol-tf-before-2-7"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7<a class="headerlink" href="#announcing-end-of-support-for-tensorflow-neuron-versions-2-7" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7</p>
<p>Current users of those versions are advised to migrate to latest <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:27.763Z
|
Announcing end of support for Ubuntu 18 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-ubuntu-18.html
|
# Announcing end of support for Ubuntu 18 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for `Ubuntu 18`[#](#announcing-end-of-support-for-ubuntu-18 "Permalink to this headline")
[Neuron release 2.12](../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Ubuntu 18` . Future Neuron releases will not include support for `Ubuntu 18`
Current users using `Ubuntu 18` are advised to migrate to `Ubuntu 20` version.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for Ubuntu 18 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-eol-ubuntu-18", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-eol-ubuntu-18.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-eol-ubuntu-18.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-eol-ubuntu-18.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for Ubuntu 18</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-end-of-support-for-ubuntu-18">
<span id="announce-eol-ubuntu18"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code><a class="headerlink" href="#announcing-end-of-support-for-ubuntu-18" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code> . Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code></p>
<p>Current users using <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code> are advised to migrate to <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">20</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:27.941Z
|
Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-mx-before-1-5.html
|
# Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Announcing end of support for `mxnet-neuron` versions 1.5[#](#announcing-end-of-support-for-mxnet-neuron-versions-1-5 "Permalink to this headline")
[Neuron release 2.10](../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `mxnet-neuron` versions 1.5. Future Neuron releases will not include `mxnet-neuron` versions 1.5
Current users of those versions are advised to migrate to latest `mxnet-neuron` version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for mxnet-neuron versions 1.5 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announce-eol-mx-before-1-5", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announce-eol-mx-before-1-5.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announce-eol-mx-before-1-5.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announce-eol-mx-before-1-5.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for mxnet-neuron versions 1.5</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-mxnet-neuron-versions-1-5">
<span id="announce-eol-mxnet-before-1-5"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5<a class="headerlink" href="#announcing-end-of-support-for-mxnet-neuron-versions-1-5" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5</p>
<p>Current users of those versions are advised to migrate to latest <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:28.063Z
|
Posts in en — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/language/en.html
|
# Posts in en — AWS Neuron Documentation
## [Announcing end of support for torch-neuron version 1.9](../../neuron2.x/announce-eos-pytorch-1-9.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
[_Read more ..._](../../neuron2.x/announce-eos-pytorch-1-9.html)
---
## [Announcing end of support for AWS Neuron reference for Megatron-LM](../../neuron2.x/announce-eol-megatron-lm.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm). Future releases will not include Neuron support for Megatron-LM.
[_Read more ..._](../../neuron2.x/announce-eol-megatron-lm.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.12.html)
---
## [Announcing end of support for Python 3.7](../../neuron2.x/announce-eol-python-3-7.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
[_Read more ..._](../../neuron2.x/announce-eol-python-3-7.html)
---
## [Announcing end of support for Ubuntu 18](../../neuron2.x/announce-eol-ubuntu-18.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Ubuntu 18` . Future Neuron releases will not include support for `Ubuntu 18`
[_Read more ..._](../../neuron2.x/announce-eol-ubuntu-18.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.10 version](../../neuron2.x/dlami-neuron-2.10.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.10.html)
---
## [Announcing end of support for tensorflow-neuron versions 2.7](../../neuron1.x/announce-eol-tf-before-2-7.html)
_This document is relevant for_: `Inf1`
[Neuron release 2.10](../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.7. Future Neuron releases will not include `tensorflow-neuron` versions 2.7
[_Read more ..._](../../neuron1.x/announce-eol-tf-before-2-7.html)
---
## [Announcing end of support for mxnet-neuron versions 1.5](../../neuron1.x/announce-eol-mx-before-1-5.html)
_This document is relevant for_: `Inf1`
[Neuron release 2.10](../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `mxnet-neuron` versions 1.5. Future Neuron releases will not include `mxnet-neuron` versions 1.5
[_Read more ..._](../../neuron1.x/announce-eol-mx-before-1-5.html)
---
## [PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker](../../neuron2.x/sm-training-dlc-2.9.1.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.
[_Read more ..._](../../neuron2.x/sm-training-dlc-2.9.1.html)
---
## [Introducing Neuron packaging and installation changes for Inf1 customers](../../neuron2.x/neuron250-packages-changes.html)
- 22 November 2022
- [en](#)
- [neuron2.x](../tag/neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with [Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew), Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:
[_Read more ..._](../../neuron2.x/neuron250-packages-changes.html)
---
## [Announcing end of support for tensorflow-neuron versions 2.5 and 2.6](../../neuron1.x/announce-eol-tf-before-2-5.html)
_This document is relevant for_: `Inf1`
[Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.5 and 2.6. Future Neuron releases will not include `tensorflow-neuron` versions 2.5 and 2.6.
[_Read more ..._](../../neuron1.x/announce-eol-tf-before-2-5.html)
---
## [Announcing end of support for torch-neuron versions 1.7 and 1.8](../../neuron1.x/announce-eol-pt-before-1-8.html)
_This document is relevant for_: `Inf1`
[Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `torch-neuron` versions 1.7 and 1.8. Future Neuron releases will not include `torch-neuron` versions 1.7 and 1.8.
[_Read more ..._](../../neuron1.x/announce-eol-pt-before-1-8.html)
---
## [Neuron GPG key for Ubuntu installation has expired](../../neuron2.x/gpg-expiration.html)
- 10 November 2022
- [en](#)
- [pytorch](../tag/pytorch.html) [dlami](../tag/dlami.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.
[_Read more ..._](../../neuron2.x/gpg-expiration.html)
---
## [Amazon SageMaker now supports Trn1 training jobs](../../neuron2.x/sm-training-trn1-introduce.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.
[_Read more ..._](../../neuron2.x/sm-training-trn1-introduce.html)
---
## [Introducing AWS Deep Learning AMI Neuron PyTorch](../../neuron2.x/dlami-pytorch-introduce.html)
- 02 November 2022
- [en](#)
- [pytorch](../tag/pytorch.html) [dlami](../tag/dlami.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (`torch-neuronx`) is now available, for more information see:
[_Read more ..._](../../neuron2.x/dlami-pytorch-introduce.html)
---
## [Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)](../../neuron2.x/neuron2-intro.html)
- 10 October 2022
- [en](#)
- [neuron2.x](../tag/neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Neuron release 2.3 is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances. Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips.
[_Read more ..._](../../neuron2.x/neuron2-intro.html)
---
## [Introducing Packaging and installation changes](../../neuron2.x/neuron230-packages-changes.html)
- 10 October 2022
- [en](#)
- [neuron2.x](../tag/neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron introduces changes in Neuron packages and installation instructions.
[_Read more ..._](../../neuron2.x/neuron230-packages-changes.html)
---
## [Introducing New Neuron GitHub Repositories](../../neuron2.x/github-changes.html)
- 10 October 2022
- [en](#)
- [github](../tag/github.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron Github repositories will be migrated to the new [AWS Neuron GitHub Organization](https://github.com/aws-neuron).
[_Read more ..._](../../neuron2.x/github-changes.html)
---
## [Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support](../../neuron2.x/neuron-rtd-eol.html)
- 10 October 2022
- [en](#)
- [eol](../tag/eol.html) [neuron2.x](../tag/neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron components like Neuron System Tools and Neuron Driver will no longer support Neuron Runtime 1.x.
[_Read more ..._](../../neuron2.x/neuron-rtd-eol.html)
---
## [End of support for torch-neuron version 1.5](../../neuron1.x/eol-pt-15.html)
- 29 April 2022
- [en](#)
- [eol](../tag/eol.html)
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.19.0_ release, _torch-neuron 1.5_ will no longer be supported, and no further releases of _torch-neuron version 1.5_ will be issued. Current users of torch-neuron version 1.5 are advised to migrate to latest _torch-neuron_ version.
[_Read more ..._](../../neuron1.x/eol-pt-15.html)
---
## [End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4](../../neuron1.x/eol-tf-21-24.html)
- 25 March 2022
- [en](#)
- [eol](../tag/eol.html)
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.18.0_ release, _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will no longer be supported, and no further releases of _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will be issued. Current users of those versions are advised to migrate to latest _tensorflow-neuron_ version.
[_Read more ..._](../../neuron1.x/eol-tf-21-24.html)
---
## [Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release](../../neuron1.x/announce-eol-pt-1-5.html)
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.19.0_ release, _torch-neuron version 1.5_ will no longer be supported. Last release of _torch-neuron version 1.5_ will be issued as part of _Neuron 1.18.0_ release. Current users of those versions are advised to migrate to latest _torch-neuron_ version.
[_Read more ..._](../../neuron1.x/announce-eol-pt-1-5.html)
---
## [Announcing end of support for NEURONCORE\_GROUP\_SIZES starting with Neuron 1.20.0 release](../../neuron1.x/eol-ncgs-env_2.html)
- 25 March 2022
- [en](#)
- [announce-eol](../tag/announce-eol.html)
_This document is relevant for_: `Inf1`
Starting with Neuron SDK 1.20.0, `NEURONCORE_GROUP_SIZES` environment variable will no longer be supported. Setting `NEURONCORE_GROUP_SIZES` environment variable will no longer affect applications behavior. Current customers using `NEURONCORE_GROUP_SIZES` environment variable are advised to use `NEURON_RT_VISIBLE_CORES` environment variable or `NEURON_RT_NUM_CORES` environment variable instead.
[_Read more ..._](../../neuron1.x/eol-ncgs-env_2.html)
---
## [Previous Announcements](../../neuron1.x/announcements.html)
- 17 February 2022
- [en](#)
- [announcements](../tag/announcements.html)
_This document is relevant for_: `Inf1`
[02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode)
[_Read more ..._](../../neuron1.x/announcements.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts in en — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts in en">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/language/en", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
</head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/language/en.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts in en
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-deprecation-transformer-flag.html">Announcing deprecation for --model-type=transformer-inference compiler flag</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 15 September 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/announce-deprecation.html">announce-deprecation</a>
<a href="../tag/transformer-flag.html">transformer-flag</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-deprecation-transformer-flag.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-pytorch-1-9.html">Announcing end of support for torch-neuron version 1.9</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/announce-eol.html">announce-eol</a>
<a href="../tag/torch-neuron.html">torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-pytorch-1-9.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-megatronlm-2-13.html">AWS Neuron reference for Megatron-LM no longer supported</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/trn1n.html">trn1n</a>
<a href="../tag/announce-eos.html">announce-eos</a>
<a href="../tag/trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> no longer includes support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-megatronlm-2-13.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-megatron-lm.html">Announcing end of support for AWS Neuron reference for Megatron-LM</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 08 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/announce-eol.html">announce-eol</a>
<a href="../tag/trn1n.html">trn1n</a>
<a href="../tag/trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>. Future releases will not include Neuron support for Megatron-LM.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-megatron-lm.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/dlami.html">dlami</a>
<a href="../tag/inf2.html">inf2</a>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/trn1.html">trn1</a>
<a href="../tag/inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-python-3-7.html">Announcing end of support for Python 3.7</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/announce-eol.html">announce-eol</a>
<a href="../tag/python37.html">python37</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-python-3-7.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-ubuntu-18.html">Announcing end of support for Ubuntu 18</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 13 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/announce-eol.html">announce-eol</a>
<a href="../tag/ubuntu18.html">ubuntu18</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code> . Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code></p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-ubuntu-18.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/dlami.html">dlami</a>
<a href="../tag/inf2.html">inf2</a>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/trn1.html">trn1</a>
<a href="../tag/inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-tf-before-2-7.html">Announcing end of support for tensorflow-neuron versions 2.7</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 01 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol-tensorflow-neuron.html">announce-eol tensorflow-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-tf-before-2-7.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-mx-before-1-5.html">Announcing end of support for mxnet-neuron versions 1.5</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 01 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol-mxnet-neuron.html">announce-eol mxnet-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-mx-before-1-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-dlc-2.9.1.html">PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 April 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/sagemaker.html">sagemaker</a>
<a href="../tag/inf2.html">inf2</a>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-dlc-2.9.1.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron250-packages-changes.html">Introducing Neuron packaging and installation changes for Inf1 customers</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/neuron2x.html">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a>, Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron250-packages-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-tf-before-2-5.html">Announcing end of support for tensorflow-neuron versions 2.5 and 2.6</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol-tensorflow-neuron.html">announce-eol tensorflow-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-tf-before-2-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-pt-before-1-8.html">Announcing end of support for torch-neuron versions 1.7 and 1.8</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol-torch-neuron.html">announce-eol torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-pt-before-1-8.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/gpg-expiration.html">Neuron GPG key for Ubuntu installation has expired</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/dlami.html">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/gpg-expiration.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-trn1-introduce.html">Amazon SageMaker now supports Trn1 training jobs</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 03 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/sagemaker.html">sagemaker</a>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-trn1-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-pytorch-introduce.html">Introducing AWS Deep Learning AMI Neuron PyTorch</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/pytorch.html">pytorch</a>
<a href="../tag/dlami.html">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) is now available, for more information see:</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-pytorch-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron2-intro.html">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/neuron2x.html">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><span class="xref std std-ref">Neuron release 2.3</span> is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances.
Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron2-intro.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron230-packages-changes.html">Introducing Packaging and installation changes</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/neuron2x.html">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron introduces changes in Neuron packages and installation instructions.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron230-packages-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/github-changes.html">Introducing New Neuron GitHub Repositories</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/github.html">github</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron Github repositories will be migrated
to the new <a class="reference external" href="https://github.com/aws-neuron">AWS Neuron GitHub Organization</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/github-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron-rtd-eol.html">Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="../tag/eol.html">eol</a>
<a href="../tag/neuron2x.html">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron components like Neuron System Tools
and Neuron Driver will no longer support Neuron Runtime 1.x.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron-rtd-eol.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-pt-15.html">End of support for torch-neuron version 1.5</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 29 April 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/eol.html">eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron 1.5</em> will no longer be supported, and
no further releases of <em>torch-neuron version 1.5</em> will be issued. Current users of torch-neuron version 1.5 are advised to migrate to
latest <em>torch-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-pt-15.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-tf-21-24.html">End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/eol.html">eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.18.0</em> release, <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will no longer be supported, and
no further releases of <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will be issued. Current users of those versions are advised to migrate to
latest <em>tensorflow-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-tf-21-24.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-pt-1-5.html">Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol-torch-neuron.html">announce-eol torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron version 1.5</em> will no longer be supported. Last release of <em>torch-neuron version 1.5</em> will be issued
as part of <em>Neuron 1.18.0</em> release. Current users of those versions are advised to migrate to latest <em>torch-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-pt-1-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-ncgs-env_2.html">Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announce-eol.html">announce-eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with Neuron SDK 1.20.0, <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer be supported. Setting
<code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer affect applications behavior.
Current customers using <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable are advised to use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> environment variable or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variable instead.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-ncgs-env_2.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announcements.html">Previous Announcements</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 17 February 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="#">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="../tag/announcements.html">announcements</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode" id="id1">02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode</a></p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announcements.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:28.303Z
|
Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-eol-megatron-lm.html
|
# Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing end of support for AWS Neuron reference for Megatron-LM[#](#announcing-end-of-support-for-aws-neuron-reference-for-megatron-lm "Permalink to this headline")
[Neuron release 2.12](../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm). Future releases will not include Neuron support for Megatron-LM.
Current Neuron Megatron-LM users are advised to migrate to [AWS Neuron reference for NeMo Megatron](https://github.com/aws-neuron/neuronx-nemo-megatron) or [Neuron Distributed](https://github.com/aws-neuron/neuronx-distributed).
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for AWS Neuron reference for Megatron-LM — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-eol-megatron-lm", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-eol-megatron-lm.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-eol-megatron-lm.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-eol-megatron-lm.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for AWS Neuron reference for Megatron-LM</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-end-of-support-for-aws-neuron-reference-for-megatron-lm">
<span id="announce-eol-megatronlm"></span><h1>Announcing end of support for AWS Neuron reference for Megatron-LM<a class="headerlink" href="#announcing-end-of-support-for-aws-neuron-reference-for-megatron-lm" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>. Future releases will not include Neuron support for Megatron-LM.</p>
<p>Current Neuron Megatron-LM users are advised to migrate to <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">AWS Neuron reference for NeMo Megatron</a> or <a class="reference external" href="https://github.com/aws-neuron/neuronx-distributed">Neuron Distributed</a>.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:28.563Z
|
AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.10.html
|
# AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation
## AWS Deep Learning AMIs now available with Neuron 2.10 version[#](#aws-deep-learning-amis-now-available-with-neuron-2-10-version "Permalink to this headline")
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
You can access the AMIs at the following URLs
- [AWS Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/)
- [AWS Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/)
- [AWS Deep Learning AMI Base Neuron (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/)
- [AWS Deep Learning AMI Base Neuron (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AWS Deep Learning AMIs now available with Neuron 2.10 version — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/dlami-neuron-2.10", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/dlami-neuron-2.10.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/dlami-neuron-2.10.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/dlami-neuron-2.10.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>AWS Deep Learning AMIs now available with Neuron 2.10 version</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="aws-deep-learning-amis-now-available-with-neuron-2-10-version">
<span id="announce-dlc-sm-neuron-2-9-1"></span><h1>AWS Deep Learning AMIs now available with Neuron 2.10 version<a class="headerlink" href="#aws-deep-learning-amis-now-available-with-neuron-2-10-version" title="Permalink to this headline">#</a></h1>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
<p>You can access the AMIs at the following URLs</p>
<ul class="simple">
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/">AWS Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/">AWS Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">AWS Deep Learning AMI Base Neuron (Ubuntu 20.04)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">AWS Deep Learning AMI Base Neuron (Amazon Linux 2)</a></p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:28.932Z
|
Posts tagged announce-deprecation — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-deprecation.html
|
# Posts tagged announce-deprecation — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-deprecation — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-deprecation">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-deprecation", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-deprecation.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-deprecation
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-deprecation-transformer-flag.html">Announcing deprecation for --model-type=transformer-inference compiler flag</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 15 September 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">announce-deprecation</a>
<a href="transformer-flag.html">transformer-flag</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-deprecation-transformer-flag.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:29.275Z
|
Posts tagged transformer-flag — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/transformer-flag.html
|
# Posts tagged transformer-flag — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged transformer-flag — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged transformer-flag">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/transformer-flag", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/transformer-flag.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged transformer-flag
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-deprecation-transformer-flag.html">Announcing deprecation for --model-type=transformer-inference compiler flag</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 15 September 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-deprecation.html">announce-deprecation</a>
<a href="#">transformer-flag</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-deprecation-transformer-flag.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:29.597Z
|
Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html
|
# Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing deprecation for `--model-type=transformer-inference` compiler flag[#](#announcing-deprecation-for-model-type-transformer-inference-compiler-flag "Permalink to this headline")
Starting with [Neuron release 2.14](../../../release-notes/index.html#neuron-2-14-0-whatsnew), the `--model-type=transformer-inference` compiler flag is deprecated.
Neuron SDK users using the `--model-type=transformer-inference` compiler flag are highly encouraged to migrate to the `--model-type=transformer` compiler flag.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing deprecation for --model-type=transformer-inference compiler flag — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/announce-deprecation-transformer-flag", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script type="text/javascript" src="/_/static/vendor/jquery.js"></script><script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/announce-deprecation-transformer-flag.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/announce-deprecation-transformer-flag.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing deprecation for --model-type=transformer-inference compiler flag</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-deprecation-for-model-type-transformer-inference-compiler-flag">
<span id="announce-deprecation-transformer-flag"></span><h1>Announcing deprecation for <code class="docutils literal notranslate"><span class="pre">--model-type=transformer-inference</span></code> compiler flag<a class="headerlink" href="#announcing-deprecation-for-model-type-transformer-inference-compiler-flag" title="Permalink to this headline">#</a></h1>
<p>Starting with <a class="reference internal" href="../../../release-notes/index.html#neuron-2-14-0-whatsnew"><span class="std std-ref">Neuron release 2.14</span></a>, the <code class="docutils literal notranslate"><span class="pre">--model-type=transformer-inference</span></code> compiler flag is deprecated.</p>
<p>Neuron SDK users using the <code class="docutils literal notranslate"><span class="pre">--model-type=transformer-inference</span></code> compiler flag are highly encouraged to migrate to the <code class="docutils literal notranslate"><span class="pre">--model-type=transformer</span></code> compiler flag.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
<!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/neuron2.x/announce-deprecation-transformer-flag.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/neuron2.x/announce-deprecation-transformer-flag.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</body></html>
|
2023-09-29T20:54:29.724Z
|
Posts tagged announce-eol — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol.html
|
# Posts tagged announce-eol — AWS Neuron Documentation
## [Announcing end of support for torch-neuron version 1.9](../../neuron2.x/announce-eos-pytorch-1-9.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
[_Read more ..._](../../neuron2.x/announce-eos-pytorch-1-9.html)
---
## [Announcing end of support for AWS Neuron reference for Megatron-LM](../../neuron2.x/announce-eol-megatron-lm.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm). Future releases will not include Neuron support for Megatron-LM.
[_Read more ..._](../../neuron2.x/announce-eol-megatron-lm.html)
---
## [Announcing end of support for Python 3.7](../../neuron2.x/announce-eol-python-3-7.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
[_Read more ..._](../../neuron2.x/announce-eol-python-3-7.html)
---
## [Announcing end of support for Ubuntu 18](../../neuron2.x/announce-eol-ubuntu-18.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Ubuntu 18` . Future Neuron releases will not include support for `Ubuntu 18`
[_Read more ..._](../../neuron2.x/announce-eol-ubuntu-18.html)
---
## [Announcing end of support for NEURONCORE\_GROUP\_SIZES starting with Neuron 1.20.0 release](../../neuron1.x/eol-ncgs-env_2.html)
- 25 March 2022
- [en](../language/en.html)
- [announce-eol](#)
_This document is relevant for_: `Inf1`
Starting with Neuron SDK 1.20.0, `NEURONCORE_GROUP_SIZES` environment variable will no longer be supported. Setting `NEURONCORE_GROUP_SIZES` environment variable will no longer affect applications behavior. Current customers using `NEURONCORE_GROUP_SIZES` environment variable are advised to use `NEURON_RT_VISIBLE_CORES` environment variable or `NEURON_RT_NUM_CORES` environment variable instead.
[_Read more ..._](../../neuron1.x/eol-ncgs-env_2.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-eol — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-eol">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-eol", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-eol.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-eol
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-pytorch-1-9.html">Announcing end of support for torch-neuron version 1.9</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">announce-eol</a>
<a href="torch-neuron.html">torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-pytorch-1-9.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-megatron-lm.html">Announcing end of support for AWS Neuron reference for Megatron-LM</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 08 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">announce-eol</a>
<a href="trn1n.html">trn1n</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>. Future releases will not include Neuron support for Megatron-LM.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-megatron-lm.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-python-3-7.html">Announcing end of support for Python 3.7</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">announce-eol</a>
<a href="python37.html">python37</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-python-3-7.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-ubuntu-18.html">Announcing end of support for Ubuntu 18</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 13 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">announce-eol</a>
<a href="ubuntu18.html">ubuntu18</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code> . Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code></p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-ubuntu-18.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-ncgs-env_2.html">Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with Neuron SDK 1.20.0, <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer be supported. Setting
<code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer affect applications behavior.
Current customers using <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable are advised to use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> environment variable or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variable instead.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-ncgs-env_2.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:29.860Z
|
Posts tagged torch-neuron — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/torch-neuron.html
|
# Posts tagged torch-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged torch-neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged torch-neuron">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/torch-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index/tag/torch-neuron.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/torch-neuron.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/index/tag/torch-neuron.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/index/tag/torch-neuron.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/index/tag/torch-neuron.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/index/tag/torch-neuron.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/index/tag/torch-neuron.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/index/tag/torch-neuron.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/index/tag/torch-neuron.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/index/tag/torch-neuron.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/index/tag/torch-neuron.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/index/tag/torch-neuron.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/index/tag/torch-neuron.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/index/tag/torch-neuron.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/index/tag/torch-neuron.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/index/tag/torch-neuron.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/index/tag/torch-neuron.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/index/tag/torch-neuron.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/index/tag/torch-neuron.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/index/tag/torch-neuron.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/index/tag/torch-neuron.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/index/tag/torch-neuron.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/index/tag/torch-neuron.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/index/tag/torch-neuron.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/index/tag/torch-neuron.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/index/tag/torch-neuron.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/index/tag/torch-neuron.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/index/tag/torch-neuron.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/index/tag/torch-neuron.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/index/tag/torch-neuron.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/index/tag/torch-neuron.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/torch-neuron.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged torch-neuron
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-pytorch-1-9.html">Announcing end of support for torch-neuron version 1.9</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-eol.html">announce-eol</a>
<a href="#">torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-pytorch-1-9.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:30.222Z
|
Posts tagged announce-eos — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eos.html
|
# Posts tagged announce-eos — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.13](../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew) no longer includes support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm).
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-eos — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-eos">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-eos", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index/tag/announce-eos.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eos.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/index/tag/announce-eos.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/index/tag/announce-eos.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/index/tag/announce-eos.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/index/tag/announce-eos.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/index/tag/announce-eos.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/index/tag/announce-eos.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/index/tag/announce-eos.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/index/tag/announce-eos.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/index/tag/announce-eos.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/index/tag/announce-eos.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/index/tag/announce-eos.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/index/tag/announce-eos.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/index/tag/announce-eos.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/index/tag/announce-eos.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/index/tag/announce-eos.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/index/tag/announce-eos.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/index/tag/announce-eos.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/index/tag/announce-eos.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/index/tag/announce-eos.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/index/tag/announce-eos.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/index/tag/announce-eos.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/index/tag/announce-eos.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/index/tag/announce-eos.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/index/tag/announce-eos.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/index/tag/announce-eos.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/index/tag/announce-eos.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/index/tag/announce-eos.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/index/tag/announce-eos.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/index/tag/announce-eos.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-eos.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-eos
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-megatronlm-2-13.html">AWS Neuron reference for Megatron-LM no longer supported</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="trn1n.html">trn1n</a>
<a href="#">announce-eos</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> no longer includes support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-megatronlm-2-13.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:30.441Z
|
Posts tagged trn1n — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/trn1n.html
|
# Posts tagged trn1n — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm). Future releases will not include Neuron support for Megatron-LM.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged trn1n — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged trn1n">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/trn1n", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/trn1n.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged trn1n
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-megatronlm-2-13.html">AWS Neuron reference for Megatron-LM no longer supported</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">trn1n</a>
<a href="announce-eos.html">announce-eos</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> no longer includes support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-megatronlm-2-13.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-megatron-lm.html">Announcing end of support for AWS Neuron reference for Megatron-LM</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 08 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-eol.html">announce-eol</a>
<a href="#">trn1n</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>. Future releases will not include Neuron support for Megatron-LM.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-megatron-lm.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:30.495Z
|
Posts tagged trn1 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/trn1.html
|
# Posts tagged trn1 — AWS Neuron Documentation
## [Announcing end of support for AWS Neuron reference for Megatron-LM](../../neuron2.x/announce-eol-megatron-lm.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for [AWS Neuron reference for Megatron-LM](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm). Future releases will not include Neuron support for Megatron-LM.
[_Read more ..._](../../neuron2.x/announce-eol-megatron-lm.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.12.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.10 version](../../neuron2.x/dlami-neuron-2.10.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.10.html)
---
## [PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker](../../neuron2.x/sm-training-dlc-2.9.1.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.
[_Read more ..._](../../neuron2.x/sm-training-dlc-2.9.1.html)
---
## [Amazon SageMaker now supports Trn1 training jobs](../../neuron2.x/sm-training-trn1-introduce.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.
[_Read more ..._](../../neuron2.x/sm-training-trn1-introduce.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged trn1 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged trn1">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/trn1", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index/tag/trn1.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/trn1.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/index/tag/trn1.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/index/tag/trn1.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/index/tag/trn1.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/index/tag/trn1.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/index/tag/trn1.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/index/tag/trn1.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/index/tag/trn1.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/index/tag/trn1.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/index/tag/trn1.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/index/tag/trn1.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/index/tag/trn1.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/index/tag/trn1.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/index/tag/trn1.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/index/tag/trn1.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/index/tag/trn1.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/index/tag/trn1.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/index/tag/trn1.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/index/tag/trn1.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/index/tag/trn1.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/index/tag/trn1.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/index/tag/trn1.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/index/tag/trn1.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/index/tag/trn1.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/index/tag/trn1.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/index/tag/trn1.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/index/tag/trn1.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/index/tag/trn1.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/index/tag/trn1.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/index/tag/trn1.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/trn1.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged trn1
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eos-megatronlm-2-13.html">AWS Neuron reference for Megatron-LM no longer supported</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 28 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="trn1n.html">trn1n</a>
<a href="announce-eos.html">announce-eos</a>
<a href="#">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-13-0-whatsnew"><span class="std std-ref">Neuron release 2.13</span></a> no longer includes support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eos-megatronlm-2-13.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-megatron-lm.html">Announcing end of support for AWS Neuron reference for Megatron-LM</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 08 August 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-eol.html">announce-eol</a>
<a href="trn1n.html">trn1n</a>
<a href="#">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm">AWS Neuron reference for Megatron-LM</a>. Future releases will not include Neuron support for Megatron-LM.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-megatron-lm.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="#">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="#">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-dlc-2.9.1.html">PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 April 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="sagemaker.html">sagemaker</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="#">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-dlc-2.9.1.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-trn1-introduce.html">Amazon SageMaker now supports Trn1 training jobs</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 03 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="sagemaker.html">sagemaker</a>
<a href="pytorch.html">pytorch</a>
<a href="#">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-trn1-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:30.625Z
|
Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/prev/rn.html#neuron-2-13-0-whatsnew
|
# Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Previous Releases Notes (Neuron 2.x)[#](#previous-releases-notes-neuron-2-x "Permalink to this headline")
Table of contents
- [Neuron 2.13.2 (09/01/2023)](#neuron-2-13-2-09-01-2023)
- [Neuron 2.13.1 (08/29/2023)](#neuron-2-13-1-08-29-2023)
- [Neuron 2.13.0 (08/28/2023)](#neuron-2-13-0-08-28-2023)
- [Neuron 2.12.2 (08/19/2023)](#neuron-2-12-2-08-19-2023)
- [Neuron 2.12.1 (08/09/2023)](#neuron-2-12-1-08-09-2023)
- [Neuron 2.12.0 (07/19/2023)](#neuron-2-12-0-07-19-2023)
- [Neuron 2.11.0 (06/14/2023)](#neuron-2-11-0-06-14-2023)
- [Neuron 2.10.0 (05/01/2023)](#neuron-2-10-0-05-01-2023)
- [Neuron 2.9.1 (04/19/2023)](#neuron-2-9-1-04-19-2023)
- [Neuron 2.9.0 (03/28/2023)](#neuron-2-9-0-03-28-2023)
- [Neuron 2.8.0 (02/24/2023)](#neuron-2-8-0-02-24-2023)
- [Neuron 2.7.0 (02/08/2023)](#neuron-2-7-0-02-08-2023)
- [Neuron 2.6.0 (12/12/2022)](#neuron-2-6-0-12-12-2022)
- [Neuron 2.5.0 (11/23/2022)](#neuron-2-5-0-11-23-2022)
- [Neuron 2.4.0 (10/27/2022)](#neuron-2-4-0-10-27-2022)
- [Neuron 2.3.0 (10/10/2022)](#neuron-2-3-0-10-10-2022)
## [Neuron 2.13.2 (09/01/2023)](#id30)[#](#neuron-2-13-2-09-01-2023 "Permalink to this headline")
This is a patch release that fixes issues in Kubernetes (K8) deployments related to Neuron Device Plugin crashes and other pod scheduling issues. This release also adds support for zero-based Neuron Device indexing in K8 deployments, see the [Neuron K8 release notes](../containers/neuron-k8.html#neuron-k8-rn) for more details on the specific bug fixes.
Updating to latest Neuron Kubernetes components and Neuron Driver is highly encouraged for customers using Kubernetes.
Please [follow these instructions in setup guide](../../general/setup/index.html#setup-guide-index) to upgrade to latest Neuron release.
## [Neuron 2.13.0 (08/28/2023)](#id32)[#](#neuron-2-13-0-08-28-2023 "Permalink to this headline")
Table of contents
- [What’s New](#what-s-new)
- [2.13.0 Known Issues and Limitations](#known-issues-and-limitations)
### [What’s New](#id46)[#](#what-s-new "Permalink to this headline")
This release introduces support for `GPT-NeoX` 20B model training in `neuronx-distributed` including Zero-1 optimizer capability. It also adds support for `Stable Diffusion XL` and `CLIP` models inference in `torch-neuronx`. Neuron 2.13 also introduces [AWS Neuron Reference for Nemo Megatron](https://github.com/aws-neuron/neuronx-nemo-megatron) library supporting distributed training of LLMs like `GPT-3 175B`. This release also introduces other new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:
|
What’s New
|
Details
|
Instances
|
| --- | --- | --- |
|
AWS Neuron Reference for Nemo Megatron library
|
- Modified versions of the open-source packages [NeMo](https://github.com/NVIDIA/NeMo) and [Apex](https://github.com/NVIDIA/apex) that have been adapted for use with AWS Neuron and AWS EC2 Trn1 instances.
- `GPT-3` model training support ( [tutorial](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md) )
- See more at [neuronx-nemo-megatron github repo](https://github.com/aws-neuron/neuronx-nemo-megatron)
|
Trn1/Trn1n
|
|
Transformers Neuron (transformers-neuronx) for Inference
|
- Latency optimizations for `Llama` and `GPT-2` models inference.
- Neuron Persistent Cache support ([developer guide](../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#transformers-neuronx-developer-guide))
- See more at [Transformers Neuron (transformers-neuronx) release notes](../torch/transformers-neuronx/index.html#transformers-neuronx-rn)
|
Inf2, Trn1/Trn1n
|
|
Neuron Distributed (neuronx-distributed) for Training
|
- Now Stable, removed Experimental support
- ZeRO-1 Optimizer support with tensor parallel. ([tutorial](../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html#gpt-neox-tp-zero1-tutorial))
- Sequence Parallel support. ([api guide](../../libraries/neuronx-distributed/api_guide.html#api-guide))
- GPT-NeoX model training support. ([sample script](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training)) ([tutorial](../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html#gpt-neox-tp-zero1-tutorial))
- See more at [Neuron Distributed Release Notes (neuronx-distributed)](../neuronx-distributed/neuronx-distributed.html#neuronx-distributed-rn) and [API Reference Guide (neuronx-distributed )](../../libraries/neuronx-distributed/api_guide.html#api-guide)
|
Trn1/Trn1n
|
|
Neuron Distributed (neuronx-distributed) for Inference
|
- KV Cache Support for LLM Inference ([release notes](../neuronx-distributed/neuronx-distributed.html#neuronx-distributed-rn))
|
Inf2,Trn1/Trn1n
|
|
PyTorch Neuron (torch-neuronx)
|
- Seedable dropout enabled by default for training
- KV Cache inference support ( [tutorial](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb) )
- `camembert-base` training script. ([sample script](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_text_classification/CamembertBase.ipynb))
- New models inference support that include [Stable Diffusion XL](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_1024_inference.ipynb) , CLIP ([clip-vit-base-patch32](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_clip_base_inference_on_inf2.ipynb) , [clip-vit-large-patch14](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_clip_large_inference_on_inf2.ipynb) ) , [Vision Perceiver](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_perceiver_vision_inference.ipynb) , [Language Perceiver](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_perceiver_language_inference.ipynb) and [T5](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb)
|
Trn1/Trn1n,Inf2
|
|
Neuron Tools
|
- New data types support for Neuron Collective Communication Test Utility (NCCOM-TEST) –check option: fp16, bf16, (u)int8, (u)int16, and (u)int32
- Neuron SysFS support for FLOP count(flop\_count) and connected Neuron Device ids (connected\_devices). See [Neuron Sysfs User Guide](../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug)
- See more at [Neuron System Tools](../tools/aws-neuronx-tools.html#neuron-tools-rn)
|
Inf1/Inf2/Trn1/Trn1n
|
|
Neuron Runtime
|
- Runtime version and Capture Time support to NTFF
- Async DMA copies support to improve Neuron Device copy times for all instance types
- Logging and error messages improvements for Collectives timeouts and when loading NEFFs.
- See more at [Neuron Runtime Release Notes](../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn)
|
Inf1, Inf2, Trn1/Trn1n
|
|
End of Support Announcements and Documentation Updates
|
- Announcing End of support for `AWS Neuron reference for Megatron-LM` starting Neuron 2.13. See more at [AWS Neuron reference for Megatron-LM no longer supported](../../general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html#announce-eol-megatronlm)
- Announcing end of support for `torch-neuron` version 1.9 starting Neuron 2.14. See more at [Announcing end of support for torch-neuron version 1.9](../../general/announcements/neuron2.x/announce-eos-pytorch-1-9.html#announce-eol-pytorch19)
- Added TensorFlow 2.x (`tensorflow-neuronx`) analyze\_model API section. See more at [TensorFlow 2.x (tensorflow-neuron) analyze\_model API](../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html#tensorflow-ref-neuron-analyze-model-api)
- Upgraded `numpy` version to `1.21.6` in various training scripts for [Text Classification](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training)
- Updated `bert-japanese` training Script to use `multilingual-sentiments` dataset. See [\`](#id5)hf-bert-jp <[https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf\_bert\_jp](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp)\> [\`](#id7)\_
- See more at [Neuron Documentation Release Notes](../documentation/neuron-documentation.html#neuron-documentation-rn)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Known Issues and Limitations
|
- See [2.13.0 Known Issues and Limitations](#neuron-2-13-0-known-issues)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Release Artifacts
|
- see [Release Artifacts](../index.html#latest-neuron-release-artifacts)
|
Trn1/Trn1n , Inf2, Inf1
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit).
### [2.13.0 Known Issues and Limitations](#id47)[#](#known-issues-and-limitations "Permalink to this headline")
- Currently we see a NaN generated when the model implementation uses torch.dtype(float32.min) or torch.dtype(float32.max) along with XLA\_USE\_BF16/XLA\_DOWNCAST\_BF16. This is because, float32.min or float32.max gets downcasted to Inf in bf16 thereby producing a NaN. Short term fix is that we can use a small/large fp32 number instead of using float32.min/float32.max. Example, for mask creation, we can use -/+1e4 instead of min/max values. The issue will be addressed in future Neuron releases.
## [Neuron 2.12.2 (08/19/2023)](#id33)[#](#neuron-2-12-2-08-19-2023 "Permalink to this headline")
Patch release to fix a jemalloc conflict for all Neuron customers that use Ubuntu 22. The previous releases shipped with a dependency on jemalloc that may lead to compilation failures in Ubuntu 22 only. Please [follow these instructions in setup guide](../../general/setup/index.html#setup-guide-index) to upgrade to latest Neuron release.
## [Neuron 2.12.1 (08/09/2023)](#id34)[#](#neuron-2-12-1-08-09-2023 "Permalink to this headline")
Patch release to improve reliability of Neuron Runtime when running applications on memory constrained instances. The Neuron Runtime has reduced the contiguous memory requirement for initializing the Neuron Cores associated with applications. This reduction allows bringup when only small amounts of contiguous memory remain on an instance. Please [upgrade to latest Neuron release](../../general/setup/index.html#setup-guide-index) to use the latest Neuron Runtime.
## [Neuron 2.12.0 (07/19/2023)](#id35)[#](#neuron-2-12-0-07-19-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id10)
- [2.12.0 Known Issues and Limitations](#neuron-2-12-0-known-issues)
- [Known Issues in Ubuntu 22 Support](#known-issues-in-ubuntu-22-support)
- [Known issues in certain resnet models on Ubuntu 20](#known-issues-in-certain-resnet-models-on-ubuntu-20)
### [What’s New](#id48)[#](#id10 "Permalink to this headline")
This release introduces ZeRO-1 optimizer for model training in `torch-neuronx` , introduces experimental support for `GPT-NeoX`, `BLOOM` , `Llama` and `Llama 2(coming soon)` models in `transformers-neuronx`. This release also adds support for model inference serving on Triton Inference Server for Inf2 & Trn1 instances, `lazy_load` API and `async_load` API for model loading in `torch-neuronx`, as well as other new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:
|
What’s New
|
Details
|
Instances
|
| --- | --- | --- |
|
ZeRO-1 optimizer for model training in `torch-neuronx`
|
- Support of ZeRO-Stage-1 optimizer ( ZeroRedundancyOptimizer() API) for training models using `torch-neuronx`
- See tutorial at [ZeRO-1 Tutorial](../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html#zero1-gpt2-pretraining-tutorial)
|
Inf2, Trn1/Trn1n
|
|
Support for new models and Enhancements in `transformers-neuronx`
|
- \[Experimental\] Support for inference of `GPT-NeoX`, `BLOOM` and `Llama` models.
- \[Experimental\] Support for `Llama 2` coming soon. Please monitor the [transformers-neuronx repository](https://github.com/aws-neuron/transformers-neuronx/tree/main/src/transformers_neuronx) for updates.
- Removed constraints on `tp_degree` in tensor-parallel configurations for `GPT2`, `OPT`, and `BLOOM` . See more at [Transformers Neuron (transformers-neuronx) release notes](../torch/transformers-neuronx/index.html#transformers-neuronx-rn)
- Added multi-query / multi-group attention support for `GPT2`.
- See more at [Transformers Neuron (transformers-neuronx) release notes](../torch/transformers-neuronx/index.html#transformers-neuronx-rn)
|
Inf2, Trn1/Trn1n
|
|
Support for Inf2 and Trn1 instances on Triton Inference Server
|
- Support for Model Inference serving on Triton for Inf2 and Trn1 instances. See more at [Triton Server Python Backend](https://github.com/triton-inference-server/python_backend/tree/main/inferentia#using-triton-with-inferentia-2-or-trn1)
- See tutorial at [Triton on SageMaker - Deploying on Inf2](https://github.com/aws/amazon-sagemaker-examples/tree/main/sagemaker-triton/inferentia2)
|
Inf2, Trn1
|
|
Support for new computer vision models
|
- Performance optimizations in Stable Diffusion 2.1 model script and added \[experimental\] support for Stable Diffusion 1.5 models.
- \[Experimental\] Script for training CLIP model for Image Classification.
- \[Experimental\] Script for inference of Multimodal perceiver model
- Please check [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx)
|
Inf2, Trn1/Trn1n
|
|
New Features in `neuronx-distributed` for training
|
- Added parallel cross entropy loss function.
- See more at tp\_api\_guide
|
Trn1/Trn1n
|
|
`lazy_load` and `async_load` API for model loading in inference and performance enhancements in `torch-neuronx`
|
- Added `lazy_load` and `async_load` API to accelerate model loading for Inference. See more at [PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API](../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html#torch-neuronx-lazy-async-load-api)
- Optimize DataParallel API to load onto multiple cores simultaneously when device IDs specified are consecutive.
- See more at [PyTorch Neuron (torch-neuronx) release notes](../torch/torch-neuronx/index.html#torch-neuronx-rn)
|
Inf2, Trn1/Trn1n
|
|
\[Experimental\]Asynchronous Execution support and Enhancements in Neuron Runtime
|
- Added experimental asynchronous execution feature which can reduce latency by roughly 12% for training workloads. See more at [Neuron Runtime Configuration](../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration)
- AllReduce with All-to-all communication pattern enabled for 16 ranks on TRN1/TRN1N within the instance (intranode)
- See more at [Neuron Runtime Release Notes](../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Support for `distribution_strategy` compiler option in `neuronx-cc`
|
- Support for optional `--distribution_strategy` compiler option to enable compiler specific optimizations based on distribution strategy used.
- See more at [Neuron Compiler CLI Reference Guide (neuronx-cc)](../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide)
|
Inf2, Trn1/Trn1n
|
|
New Micro Benchmarking Performance User Guide and Documentation Updates
|
- Added best practices user guide for benchmarking performance of Neuron devices. See more at [Benchmarking Guide and Helper scripts](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/microbenchmark)
- Announcing end of support for Ubuntu 18. See more at [Announcing end of support for Ubuntu 18](../../general/announcements/neuron2.x/announce-eol-ubuntu-18.html#announce-eol-ubuntu18)
- Removed support for Distributed Data Parallel(DDP) Tutorial.
- Improved sidebar navigation in Documentation.
- See more at [Neuron Documentation Release Notes](../documentation/neuron-documentation.html#neuron-documentation-rn)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Known Issues and Limitations
|
- See [2.12.0 Known Issues and Limitations](#neuron-2-12-0-known-issues)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Release Artifacts
|
- see [Release Artifacts](../index.html#latest-neuron-release-artifacts)
|
Trn1/Trn1n , Inf2, Inf1
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit).
### [2.12.0 Known Issues and Limitations](#id49)[#](#neuron-2-12-0-known-issues "Permalink to this headline")
#### [Known Issues in Ubuntu 22 Support](#id50)[#](#known-issues-in-ubuntu-22-support "Permalink to this headline")
- Several Vision and NLP models on Ubuntu 22 are not supported due to Compilation issues. Issues will be addressed in upcoming releases.
- CustomOp feature failing with seg fault on Ubuntu 22. Issue will be addressed in upcoming releases.
#### [Known issues in certain resnet models on Ubuntu 20](#id51)[#](#known-issues-in-certain-resnet-models-on-ubuntu-20 "Permalink to this headline")
- Known issue with support for resnet-18, resnet-34, resnet-50, resnet-101 and resnet-152 models on Ubuntu 20. Issues will be addressed in upcoming releases.
## [Neuron 2.11.0 (06/14/2023)](#id36)[#](#neuron-2-11-0-06-14-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id13)
### [What’s New](#id52)[#](#id13 "Permalink to this headline")
This release introduces Neuron Distributed, a new python library to simplify training and inference of large models, improving usability with features like S3 model caching, standalone profiler tool, support for Ubuntu22, as well as other new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:
|
What’s New
|
Details
|
Instances
|
| --- | --- | --- |
|
New Features and Performance Enhancements in `transformers-neuronx`
|
- Support for `int8` inference. See example at [int8 weight storage support](../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#int8-weight-storage-support)
- Improved prompt context encoding performance. See more at [Transformers Neuron (transformers-neuronx) Developer Guide](../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#transformers-neuronx-developer-guide)
- Improved collective communications performance for Tensor Parallel inference on Inf2 and Trn1.
- See more at [Transformers Neuron (transformers-neuronx) release notes](../torch/transformers-neuronx/index.html#transformers-neuronx-rn)
|
Inf2, Trn1/Trn1n
|
|
Neuron Profiler Tool
|
- Profiling and visualization of model execution on Trainium and Inferentia devices now supported as a stand-alone tool.
- See more at [Neuron Profile User Guide](../../tools/neuron-sys-tools/neuron-profile-user-guide.html#neuron-profile-ug)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Neuron Compilation Cache through S3
|
- Support for sharing compiled models across Inf2 and Trn1 nodes through S3
- See more at [PyTorch Neuron neuron\_parallel\_compile CLI (torch-neuronx)](../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html#pytorch-neuronx-parallel-compile-cli)
|
Inf2, Trn1/Trn1n
|
|
New script to scan a model for supported/unsupported operators
|
- Script to scan a model for supported/unsupported operators before training, scan output includes supported and unsupported operators at both XLA operators and PyTorch operators level.
- See a sample tutorial at [Analyze for Training Tutorial](../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html#torch-analyze-for-training-tutorial)
|
Inf2, Trn1/Trn1n
|
|
Neuron Distributed Library \[Experimental\]
|
- New Python Library based on PyTorch enabling distributed training and inference of large models.
- Initial support for tensor-parallelism.
- See more at [Neuron Distributed](../../libraries/neuronx-distributed/index.html#neuronx-distributed-index)
|
Inf2, Trn1/Trn1n
|
|
Neuron Calculator and Documentation Updates
|
- New [Neuron Calculator](../../general/calculator/neuron-calculator.html#neuron-calculator) Documentation section to help determine number of Neuron Cores needed for LLM Inference.
- Added App Note [Generative LLM inference with Neuron](../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#neuron-llm-inference)
- See more at [Neuron Documentation Release Notes](../documentation/neuron-documentation.html#neuron-documentation-rn)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Enhancements to Neuron SysFS
|
- Support for detailed breakdown of memory usage across the NeuronCores
- See more at [Neuron Sysfs User Guide](../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug)
|
Inf1, Inf2, Trn1/Trn1n
|
|
Support for Ubuntu 22
|
- See more at [Setup Guide](../../general/setup/index.html#setup-guide-index) for setup instructions on Ubuntu22
|
Inf1, Inf2, Trn1/Trn1n
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Release Artifacts
|
- see [Release Artifacts](../index.html#latest-neuron-release-artifacts)
|
Trn1/Trn1n , Inf2, Inf1
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit).
## [Neuron 2.10.0 (05/01/2023)](#id37)[#](#neuron-2-10-0-05-01-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id15)
### [What’s New](#id53)[#](#id15 "Permalink to this headline")
This release introduces new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:
|
What’s New
|
Details
|
Instances
|
| --- | --- | --- |
|
Initial support for computer vision models inference
|
- Added Stable Diffusion 2.1 model script for Text to Image Generation
- Added VGG model script for Image Classification Task
- Added UNet model script for Image Segmentation Task
- Please check [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx)
|
Inf2, Trn1/Trn1n
|
|
Profiling support in PyTorch Neuron(`torch-neuronx`) for Inference with TensorBoard
|
- See more at [Profiling PyTorch Neuron (torch-neuronx) with TensorBoard](../../tools/tutorials/torch-neuronx-profiling-with-tb.html#torch-neuronx-profiling-with-tb)
|
Inf2, Trn1/Trn1n
|
|
New Features and Performance Enhancements in transformers-neuronx
|
- Support for the HuggingFace generate function.
- Model Serialization support for GPT2 models. (including model saving, loading, and weight swapping)
- Improved prompt context encoding performance.
- See [Transformers Neuron (transformers-neuronx)](../../libraries/transformers-neuronx/index.html#transformers-neuronx-readme) for examples and usage
- See more at [Transformers Neuron (transformers-neuronx) release notes](../torch/transformers-neuronx/index.html#transformers-neuronx-rn)
|
Inf2, Trn1/Trn1n
|
|
Support models larger than 2GB in TensorFlow 2.x Neuron (`tensorflow-neuronx`)
|
- See [Special Flags](../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags) for details. (`tensorflow-neuronx`)
|
Trn1/Trn1n, Inf2
|
|
Support models larger than 2GB in TensorFlow 2.x Neuron (`tensorflow-neuron`)
|
- See [Special Flags](../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html#tensorflow-ref-neuron-tracing-api) for details. (`tensorflow-neuron`)
|
Inf1
|
|
Performance Enhancements in PyTorch C++ Custom Operators (Experimental)
|
- Support for using multiple GPSIMD Cores in Custom C++ Operators
- See [Custom Operators API Reference Guide \[Experimental\]](../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html#custom-ops-api-ref-guide)
|
Trn1/Trn1n
|
|
Weight Deduplication Feature (Inf1)
|
- Support for Sharing weights when loading multiple instance versions of the same model on different NeuronCores.
- See more at [Neuron Runtime Configuration](../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration)
|
Inf1
|
|
`nccom-test` - Collective Communication Benchmarking Tool
|
- Supports enabling benchmarking sweeps on various Neuron Collective Communication operations. See [NCCOM-TEST User Guide](../../tools/neuron-sys-tools/nccom-test.html#nccom-test) for more details.
|
Trn1/Trn1n , Inf2
|
|
Announcing end of support for tensorflow-neuron 2.7 & mxnet-neuron 1.5 versions
|
- See [Announcing end of support for tensorflow-neuron versions 2.7](../../general/announcements/neuron1.x/announce-eol-tf-before-2-7.html#announce-eol-tf-before-2-7)
- See [Announcing end of support for mxnet-neuron versions 1.5](../../general/announcements/neuron1.x/announce-eol-mx-before-1-5.html#announce-eol-mxnet-before-1-5)
|
Inf1
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
Trn1/Trn1n , Inf2, Inf1
|
|
Release Artifacts
|
- see [Release Artifacts](../index.html#latest-neuron-release-artifacts)
|
Trn1/Trn1n , Inf2, Inf1
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit).
## [Neuron 2.9.1 (04/19/2023)](#id38)[#](#neuron-2-9-1-04-19-2023 "Permalink to this headline")
Minor patch release to add support for deserialized torchscript model compilation and support for multi-node training in EKS. Fixes included in this release are critical to enable training and deploying models with Amazon Sagemaker or Amazon EKS.
## [Neuron 2.9.0 (03/28/2023)](#id39)[#](#neuron-2-9-0-03-28-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id18)
### [What’s New](#id54)[#](#id18 "Permalink to this headline")
This release adds support for EC2 Trn1n instances, introduces new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:
|
What’s New
|
Details
|
Instances
|
| --- | --- | --- |
|
Support for EC2 Trn1n instances
|
- Updated Neuron Runtime for Trn1n instances
- Overall documentation update to include Trn1n instances
|
Trn1n
|
|
New Analyze API in PyTorch Neuron (`torch-neuronx`)
|
- A new API that return list of supported and unsupported PyTorch operators for a model. See [PyTorch Neuron (torch-neuronx) Analyze API for Inference](../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html#torch-neuronx-analyze-api)
|
Trn1, Inf2
|
|
Support models that are larger than 2GB in PyTorch Neuron (`torch-neuron`) on Inf1
|
- See `separate_weights` flag to [`torch_neuron.trace()`](../../frameworks/torch/torch-neuron/api-compilation-python-api.html#torch_neuron.trace "torch_neuron.trace") to support models that are larger than 2GB
|
Inf1
|
|
Performance Improvements
|
- Up to 10% higher throughput when training GPT3 6.7B model on multi-node
|
Trn1
|
|
Dynamic Batching support in TensorFlow 2.x Neuron (`tensorflow-neuronx`)
|
- See [Special Flags](../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags) for details.
|
Trn1, Inf2
|
|
NeuronPerf support for Trn1/Inf2 instances
|
- Added Trn1/Inf2 support for PyTorch Neuron (`torch-neuronx`) and TensorFlow 2.x Neuron (`tensorflow-neuronx`)
|
Trn1, Inf2
|
|
Hierarchical All-Reduce and Reduce-Scatter collective communication
|
- Added support for hierarchical All-Reduce and Reduce-Scatter in Neuron Runtime to enable better scalability of distributed workloads .
|
Trn1, Inf2
|
|
New Tutorials added
|
- [Added tutorial to fine-tune T5 model](../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html#torch-hf-t5-finetune)
- Added tutorial to demonstrate use of Libtorch with PyTorch Neuron (`torch-neuronx`) for inference [\[html\]](../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html#pytorch-tutorials-libtorch)
|
Trn1, Inf2
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
Trn1, Inf2, Inf1
|
|
Release included packages
|
- see [Release Content](../releasecontent.html#neuron-release-content)
|
Trn1, Inf2, Inf1
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit).
## [Neuron 2.8.0 (02/24/2023)](#id40)[#](#neuron-2-8-0-02-24-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id20)
### [What’s New](#id55)[#](#id20 "Permalink to this headline")
This release adds support for [EC2 Inf2](https://aws.amazon.com/ec2/instance-types/inf2/) instances, introduces initial inference support with TensorFlow 2.x Neuron (`tensorflow-neuronx`) on Trn1 and Inf2, and introduces minor enhancements and bug fixes.
This release introduces the following:
|
What’s New
|
Details
|
| --- | --- |
|
Support for [EC2 Inf2](https://aws.amazon.com/ec2/instance-types/inf2/) instances
|
- Inference support for Inf2 instances in PyTorch Neuron (`torch-neuronx`)
- Inference support for Inf2 instances in TensorFlow 2.x Neuron (`tensorflow-neuronx`)
- Overall documentation update to include Inf2 instances
|
|
TensorFlow 2.x Neuron (`tensorflow-neuronx`) support
|
- This releases introduces initial inference support with TensorFlow 2.x Neuron (`tensorflow-neuronx`) on Trn1 and Inf2
|
|
New Neuron GitHub samples
|
- New sample scripts for deploying LLM models with `transformer-neuronx` under [aws-neuron-samples](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx/inference) GitHub repository.
- New sample scripts for deploying models with `torch-neuronx` under [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx) GitHub repository.
|
|
Minor enhancements and bug fixes.
|
- See [Neuron Components Release Notes](../index.html#components-rn)
|
|
Release included packages
|
- see [Release Content](../releasecontent.html#neuron-release-content)
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
## [Neuron 2.7.0 (02/08/2023)](#id41)[#](#neuron-2-7-0-02-08-2023 "Permalink to this headline")
Table of contents
- [What’s New](#id24)
### [What’s New](#id56)[#](#id24 "Permalink to this headline")
This release introduces new capabilities and libraries, as well as features and tools that improves usability. This release introduces the following:
|
What’s New
|
Details
|
| --- | --- |
|
PyTorch 1.13
|
Support of PyTorch 1.13 version for PyTorch Neuron (`torch-neuronx`). For resources see [PyTorch Neuron](../../frameworks/torch/index.html#pytorch-neuronx-main)
|
|
PyTorch DistributedDataParallel (DDP) API
|
Support of PyTorch DistributedDataParallel (DDP) API in PyTorch Neuron (`torch-neuronx`). For resources how to use PyTorch DDP API with Neuron, please check neuronx-ddp-tutorial.
|
|
Inference support in `torch-neuronx`
|
For more details please visit pytorch-neuronx-main\` page. You can also try Neuron Inference samples [https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx) in the `aws-neuron-samples` GitHub repo.
|
|
Neuron Custom C++ Operators\[Experimental\]
|
Initial support for Neuron Custom C++ Operators \[Experimental\] , with Neuron Custom C++ Operators (“CustomOps”) you can now write CustomOps that run on NeuronCore-v2 chips. For more resources please check [Neuron Custom C++ Operators \[Experimental\]](../../neuron-customops/index.html#neuron-c-customops) section.
|
|
`transformers-neuronx` \[Experimental\]
|
`transformers-neuronx` is a new library enabling LLM model inference. It contains models that are checkpoint-compatible with HuggingFace Transformers, and currently supports Transformer Decoder models like GPT2, GPT-J and OPT. Please check [aws-neuron-samples repository](https://github.com/aws-neuron/transformers-neuronx)
|
|
Neuron sysfs filesystem
|
Neuron sysfs filesystem exposes Neuron Devices under `/sys/devices/virtual/neuron_device` providing visibility to Neuron Driver and Runtime at the system level. By performing several simple CLIs such as reading or writing to a sysfs file, you can get information such as Neuron Runtime status, memory usage, Driver info etc. For resources about Neuron sysfs filesystem visit [Neuron Sysfs User Guide](../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug).
|
|
TFLOPS support in Neuron System Tools
|
Neuron System Tools now also report model actual TFLOPs rate in both `neuron-monitor` and `neuron-top`. More details can be found in the [Neuron Tools documentation](../../tools/index.html#neuron-tools).
|
|
New sample scripts for training
|
This release adds multiple new sample scripts for training models with `torch-neuronx`, Please check [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx)
|
|
New sample scripts for inference
|
This release adds multiple new sample scripts for deploying models with `torch-neuronx`, Please check [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx)
|
|
Neuron GitHub samples repository for Amazon EKS
|
A new AWS Neuron GitHub samples repository for Amazon EKS, Please check [aws-neuron-samples repository](https://github.com/aws-neuron/aws-neuron-eks-samples)
|
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
## [Neuron 2.6.0 (12/12/2022)](#id42)[#](#neuron-2-6-0-12-12-2022 "Permalink to this headline")
This release introduces the support of PyTorch 1.12 version, and introduces PyTorch Neuron (`torch-neuronx`) profiling through Neuron Plugin for TensorBoard. Pytorch Neuron (`torch-neuronx`) users can now profile their models through the following TensorBoard views:
- Operator Framework View
- Operator HLO View
- Operator Trace View
This release introduces the support of LAMB optimizer for FP32 mode, and adds support for [capturing snapshots](../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html#torch-neuronx-snapshotting) of inputs, outputs and graph HLO for debugging.
In addition, this release introduces the support of new operators and resolves issues that improve stability for Trn1 customers.
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
## [Neuron 2.5.0 (11/23/2022)](#id43)[#](#neuron-2-5-0-11-23-2022 "Permalink to this headline")
Neuron 2.5.0 is a major release which introduces new features and resolves issues that improve stability for Inf1 customers.
|
Component
|
New in this release
|
| --- | --- |
|
PyTorch Neuron `(torch-neuron)`
|
- PyTorch 1.12 support
- Python 3.8 support
- [LSTM](../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html#torch-neuron-lstm-support) support on Inf1
- [R-CNN](../../general/appnotes/torch-neuron/rcnn-app-note.html#torch-neuron-r-cnn-app-note) support on Inf1
- Support for new API for core placement
- Support for [improved logging](../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn)
- Improved [`torch_neuron.trace()`](../../frameworks/torch/torch-neuron/api-compilation-python-api.html#torch_neuron.trace "torch_neuron.trace") performance when using large graphs
- Reduced host memory usage of loaded models in `libtorchneuron.so`
- [Additional operators](../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch) support
|
|
TensorFlow Neuron `(tensorflow-neuron)`
|
- `tf-neuron-auto-multicore` tool to enable automatic data parallel on multiple NeuronCores.
- Experimental support for tracing models larger than 2GB using `extract-weights` flag (TF2.x only), see [TensorFlow 2.x (tensorflow-neuron) Tracing API](../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html#tensorflow-ref-neuron-tracing-api)
- `tfn.auto_multicore` Python API to enable automatic data parallel (TF2.x only)
|
This Neuron release is the last release that will include `torch-neuron` [versions 1.7 and 1.8](../../general/announcements/neuron1.x/announce-eol-pt-before-1-8.html#announce-eol-pt-before-1-8), and that will include `tensorflow-neuron` [versions 2.5 and 2.6](../../general/announcements/neuron1.x/announce-eol-tf-before-2-5.html#announce-eol-tf-before-2-5).
In addition, this release introduces changes to the Neuron packaging and installation instructions for Inf1 customers, see [Introducing Neuron packaging and installation changes for Inf1 customers](../../general/announcements/neuron2.x/neuron250-packages-changes.html#neuron250-packages-changes) for more information.
For more detailed release notes of the new features and resolved issues, see [Neuron Components Release Notes](../index.html#components-rn).
## [Neuron 2.4.0 (10/27/2022)](#id44)[#](#neuron-2-4-0-10-27-2022 "Permalink to this headline")
This release introduces new features and resolves issues that improve stability. The release introduces “memory utilization breakdown” feature in both [Neuron Monitor](../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug) and [Neuron Top](../../tools/neuron-sys-tools/neuron-top-user-guide.html#neuron-top-ug) system tools. The release introduces support for “NeuronCore Based Sheduling” capability to the Neuron Kubernetes Scheduler and introduces new operators support in Neuron Compiler and [PyTorch Neuron](../torch/torch-neuronx/index.html#torch-neuronx-rn). This release introduces also additional eight (8) samples of models’ fine tuning using PyTorch Neuron. The new samples can be found in the [AWS Neuron Samples GitHub](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx) repository.
## [Neuron 2.3.0 (10/10/2022)](#id45)[#](#neuron-2-3-0-10-10-2022 "Permalink to this headline")
This Neuron 2.3.0 release extends Neuron 1.x and adds support for the new AWS Trainium powered Amazon EC2 Trn1 instances. With this release, you can now run deep learning training workloads on Trn1 instances to save training costs by up to 50% over equivalent GPU-based EC2 instances, while getting the highest training performance in AWS cloud for popular NLP models.
- Supported instances: Trn1
- Supported Frameworks: PyTorch Neuron (torch-neuronx)
- Supported Data-types
- FP32, BF16
- Supported Rounding Modes
- Stochastic Rounding (SR)
- Round Nearest ties to Even (RNE)
- Supported Automatic Casting Methods
- Neuron automatic casting of FP32 tensors / weights / operations to BF16 - Default mode
- PyTorch automatic casting
- Full BF16 automatic casting (via XLA\_USE\_BF16=1 environment variable)
- Neuron Runtime 2.9
- Supported instances: Trn1, Inf1
- Elastic Fabric Adapter (EFA) @ 800Gbps
- Collective communication operators
- AllReduce
- AllGather
- ReduceScatter
- Release Notes:
- [Neuron Runtime Release Notes](../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn)
- [Neuron Driver Release Notes](../runtime/aws-neuronx-dkms/index.html#neuron-driver-release-notes)
- Neuron system tools - Adding Trn1 support to the following tools:
- neuron-monitor
- neuron-top
- neuron-ls
- Release Notes:
- [Neuron System Tools](../tools/aws-neuronx-tools.html#neuron-tools-rn)
- Containers
- Deep Learning Containers (DLC) supporting PyTorch Neuron (`torch-neuronx`)
- Multi-Instance distributed workloads orchestration:
- AWS ParallelCluster (Through custom AMI build)
- Amazon Elastic Compute Cloud (ECS)
- Supported Amazon Linux Images (AMIs)
- Ubuntu 20 Neuron DLAMI-base (Python 3.8)
- Amazon Linux2 Neuron DLAMI-base (Python 3.7)
- Ubuntu 18 Neuron DLAMI-base (Python 3.7)
- Ubuntu 18 AMI (Python 3.7)
- Ubuntu 20 AMI (Python 3.8)
- Amazon Linux2 AMI (Python 3.7)
The following workloads were tested in this release:
- Distributed data-parallel pre-training of Hugging Face BERT model on single Trn1.32xl instance (32 NeuronCores).
- Distributed data-parallel pre-training of Hugging Face BERT model on multiple Trn1.32xl instances.
- HuggingFace BERT MRPC task finetuning on single NeuronCore or multiple NeuronCores (data-parallel).
- Megatron-LM GPT3 (6.7B parameters) pre-training on single Trn1.32xl instance.
- Megatron-LM GPT3 (6.7B parameters) pre-training on multi Trn1.32xl instances.
- Multi-Layer Perceptron (ML) model training on single NeuronCore or multiple NeuronCores (data-parallel).
- For maximum training performance, please set environment variables `XLA_USE_BF16=1` to enable full BF16 and Stochastic Rounding.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Releases Notes (Neuron 2.x) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/prev/rn", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/prev/rn.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/prev/rn.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/release-notes/prev/rn.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-2-09-01-2023">
Neuron 2.13.2 (09/01/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-1-08-29-2023">
Neuron 2.13.1 (08/29/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0-08-28-2023">
Neuron 2.13.0 (08/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-s-new">
What’s New
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-and-limitations">
2.13.0 Known Issues and Limitations
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-2-08-19-2023">
Neuron 2.12.2 (08/19/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-1-08-09-2023">
Neuron 2.12.1 (08/09/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-07-19-2023">
Neuron 2.12.0 (07/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
What’s New
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-known-issues">
2.12.0 Known Issues and Limitations
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-in-ubuntu-22-support">
Known Issues in Ubuntu 22 Support
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-in-certain-resnet-models-on-ubuntu-20">
Known issues in certain resnet models on Ubuntu 20
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0-06-14-2023">
Neuron 2.11.0 (06/14/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-10-0-05-01-2023">
Neuron 2.10.0 (05/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-1-04-19-2023">
Neuron 2.9.1 (04/19/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-0-03-28-2023">
Neuron 2.9.0 (03/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-8-0-02-24-2023">
Neuron 2.8.0 (02/24/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id20">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-7-0-02-08-2023">
Neuron 2.7.0 (02/08/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-6-0-12-12-2022">
Neuron 2.6.0 (12/12/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-5-0-11-23-2022">
Neuron 2.5.0 (11/23/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-4-0-10-27-2022">
Neuron 2.4.0 (10/27/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-3-0-10-10-2022">
Neuron 2.3.0 (10/10/2022)
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Previous Releases Notes (Neuron 2.x)</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-2-09-01-2023">
Neuron 2.13.2 (09/01/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-1-08-29-2023">
Neuron 2.13.1 (08/29/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0-08-28-2023">
Neuron 2.13.0 (08/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-s-new">
What’s New
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-and-limitations">
2.13.0 Known Issues and Limitations
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-2-08-19-2023">
Neuron 2.12.2 (08/19/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-1-08-09-2023">
Neuron 2.12.1 (08/09/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-07-19-2023">
Neuron 2.12.0 (07/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
What’s New
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-known-issues">
2.12.0 Known Issues and Limitations
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-in-ubuntu-22-support">
Known Issues in Ubuntu 22 Support
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-in-certain-resnet-models-on-ubuntu-20">
Known issues in certain resnet models on Ubuntu 20
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0-06-14-2023">
Neuron 2.11.0 (06/14/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-10-0-05-01-2023">
Neuron 2.10.0 (05/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-1-04-19-2023">
Neuron 2.9.1 (04/19/2023)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-0-03-28-2023">
Neuron 2.9.0 (03/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-8-0-02-24-2023">
Neuron 2.8.0 (02/24/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id20">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-7-0-02-08-2023">
Neuron 2.7.0 (02/08/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
What’s New
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-6-0-12-12-2022">
Neuron 2.6.0 (12/12/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-5-0-11-23-2022">
Neuron 2.5.0 (11/23/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-4-0-10-27-2022">
Neuron 2.4.0 (10/27/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-3-0-10-10-2022">
Neuron 2.3.0 (10/10/2022)
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="previous-releases-notes-neuron-2-x">
<span id="prev-rn"></span><h1>Previous Releases Notes (Neuron 2.x)<a class="headerlink" href="#previous-releases-notes-neuron-2-x" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#neuron-2-13-2-09-01-2023" id="id30">Neuron 2.13.2 (09/01/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-1-08-29-2023" id="id31">Neuron 2.13.1 (08/29/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-0-08-28-2023" id="id32">Neuron 2.13.0 (08/28/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-2-08-19-2023" id="id33">Neuron 2.12.2 (08/19/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-1-08-09-2023" id="id34">Neuron 2.12.1 (08/09/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-0-07-19-2023" id="id35">Neuron 2.12.0 (07/19/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-11-0-06-14-2023" id="id36">Neuron 2.11.0 (06/14/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-10-0-05-01-2023" id="id37">Neuron 2.10.0 (05/01/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-9-1-04-19-2023" id="id38">Neuron 2.9.1 (04/19/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-9-0-03-28-2023" id="id39">Neuron 2.9.0 (03/28/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-8-0-02-24-2023" id="id40">Neuron 2.8.0 (02/24/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-7-0-02-08-2023" id="id41">Neuron 2.7.0 (02/08/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-6-0-12-12-2022" id="id42">Neuron 2.6.0 (12/12/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-5-0-11-23-2022" id="id43">Neuron 2.5.0 (11/23/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-4-0-10-27-2022" id="id44">Neuron 2.4.0 (10/27/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-3-0-10-10-2022" id="id45">Neuron 2.3.0 (10/10/2022)</a></p></li>
</ul>
</div>
<div class="section" id="neuron-2-13-2-09-01-2023">
<span id="neuron-2-13-0-whatsnew"></span><h2><a class="toc-backref" href="#id30">Neuron 2.13.2 (09/01/2023)</a><a class="headerlink" href="#neuron-2-13-2-09-01-2023" title="Permalink to this headline">#</a></h2>
<p>This is a patch release that fixes issues in Kubernetes (K8) deployments related to Neuron Device Plugin crashes and other pod scheduling issues. This release also adds support for zero-based Neuron Device indexing in K8 deployments, see the <a class="reference internal" href="../containers/neuron-k8.html#neuron-k8-rn"><span class="std std-ref">Neuron K8 release notes</span></a> for more details on the specific bug fixes.</p>
<p>Updating to latest Neuron Kubernetes components and Neuron Driver is highly encouraged for customers using Kubernetes.</p>
<p>Please <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">follow these instructions in setup guide</span></a> to upgrade to latest Neuron release.</p>
</div>
<div class="section" id="neuron-2-13-1-08-29-2023">
<h2><a class="toc-backref" href="#id31">Neuron 2.13.1 (08/29/2023)</a><a class="headerlink" href="#neuron-2-13-1-08-29-2023" title="Permalink to this headline">#</a></h2>
<p>This release adds support for <code class="docutils literal notranslate"><span class="pre">Llama</span> <span class="pre">2</span></code> model training (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md">tutorial</a>) using <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">neuronx-nemo-megatron</a> library, and adds support for <code class="docutils literal notranslate"><span class="pre">Llama</span> <span class="pre">2</span></code> model inference using <code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code> library (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">tutorial</a>) .</p>
<p>Please <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">follow these instructions in setup guide</span></a> to upgrade to latest Neuron release.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Please install <code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code> from <a class="reference external" href="https://pip.repos.neuron.amazonaws.com">https://pip.repos.neuron.amazonaws.com</a> to get latest features and improvements.</p>
<p>This release does not support LLama 2 model with Grouped-Query Attention</p>
</div>
</div>
<div class="section" id="neuron-2-13-0-08-28-2023">
<h2><a class="toc-backref" href="#id32">Neuron 2.13.0 (08/28/2023)</a><a class="headerlink" href="#neuron-2-13-0-08-28-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id2">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#what-s-new" id="id46">What’s New</a></p></li>
<li><p><a class="reference internal" href="#known-issues-and-limitations" id="id47">2.13.0 Known Issues and Limitations</a></p></li>
</ul>
</div>
<div class="section" id="what-s-new">
<h3><a class="toc-backref" href="#id46">What’s New</a><a class="headerlink" href="#what-s-new" title="Permalink to this headline">#</a></h3>
<p>This release introduces support for <code class="docutils literal notranslate"><span class="pre">GPT-NeoX</span></code> 20B model training in <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> including Zero-1 optimizer capability. It also adds support for <code class="docutils literal notranslate"><span class="pre">Stable</span> <span class="pre">Diffusion</span> <span class="pre">XL</span></code> and <code class="docutils literal notranslate"><span class="pre">CLIP</span></code> models inference in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>. Neuron 2.13 also introduces <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">AWS Neuron Reference for Nemo Megatron</a> library supporting distributed training of LLMs like <code class="docutils literal notranslate"><span class="pre">GPT-3</span> <span class="pre">175B</span></code>. This release also introduces other new features, performance optimizations, minor enhancements and bug fixes.
This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
<th class="head"><p>Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>AWS Neuron Reference for Nemo Megatron library</p></td>
<td><ul class="simple">
<li><p>Modified versions of the open-source packages <a class="reference external" href="https://github.com/NVIDIA/NeMo">NeMo</a> and <a class="reference external" href="https://github.com/NVIDIA/apex">Apex</a> that have been adapted for use with AWS Neuron and AWS EC2 Trn1 instances.</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">GPT-3</span></code> model training support ( <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-gpt-job.md">tutorial</a> )</p></li>
<li><p>See more at <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">neuronx-nemo-megatron github repo</a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Transformers Neuron (transformers-neuronx) for Inference</p></td>
<td><ul class="simple">
<li><p>Latency optimizations for <code class="docutils literal notranslate"><span class="pre">Llama</span></code> and <code class="docutils literal notranslate"><span class="pre">GPT-2</span></code> models inference.</p></li>
<li><p>Neuron Persistent Cache support (<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#transformers-neuronx-developer-guide"><span class="std std-ref">developer guide</span></a>)</p></li>
<li><p>See more at <a class="reference internal" href="../torch/transformers-neuronx/index.html#transformers-neuronx-rn"><span class="std std-ref">Transformers Neuron (transformers-neuronx) release notes</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Neuron Distributed (neuronx-distributed) for Training</p></td>
<td><ul class="simple">
<li><p>Now Stable, removed Experimental support</p></li>
<li><p>ZeRO-1 Optimizer support with tensor parallel. (<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html#gpt-neox-tp-zero1-tutorial"><span class="std std-ref">tutorial</span></a>)</p></li>
<li><p>Sequence Parallel support. (<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html#api-guide"><span class="std std-ref">api guide</span></a>)</p></li>
<li><p>GPT-NeoX model training support. (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">sample script</a>) (<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html#gpt-neox-tp-zero1-tutorial"><span class="std std-ref">tutorial</span></a>)</p></li>
<li><p>See more at <a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html#neuronx-distributed-rn"><span class="std std-ref">Neuron Distributed Release Notes (neuronx-distributed)</span></a> and <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html#api-guide"><span class="std std-ref">API Reference Guide (neuronx-distributed )</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Neuron Distributed (neuronx-distributed) for Inference</p></td>
<td><ul class="simple">
<li><p>KV Cache Support for LLM Inference (<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html#neuronx-distributed-rn"><span class="std std-ref">release notes</span></a>)</p></li>
</ul>
</td>
<td><p>Inf2,Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>PyTorch Neuron (torch-neuronx)</p></td>
<td><ul class="simple">
<li><p>Seedable dropout enabled by default for training</p></li>
<li><p>KV Cache inference support ( <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb">tutorial</a> )</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">camembert-base</span></code> training script. (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_text_classification/CamembertBase.ipynb">sample script</a>)</p></li>
<li><p>New models inference support that include <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_1024_inference.ipynb">Stable Diffusion XL</a> , CLIP (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_clip_base_inference_on_inf2.ipynb">clip-vit-base-patch32</a> , <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_clip_large_inference_on_inf2.ipynb">clip-vit-large-patch14</a> ) , <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_perceiver_vision_inference.ipynb">Vision Perceiver</a> , <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_perceiver_language_inference.ipynb">Language Perceiver</a> and <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb">T5</a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n,Inf2</p></td>
</tr>
<tr class="row-odd"><td><p>Neuron Tools</p></td>
<td><ul class="simple">
<li><p>New data types support for Neuron Collective Communication Test Utility (NCCOM-TEST) –check option: fp16, bf16, (u)int8, (u)int16, and (u)int32</p></li>
<li><p>Neuron SysFS support for FLOP count(flop_count) and connected Neuron Device ids (connected_devices). See <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug"><span class="std std-ref">Neuron Sysfs User Guide</span></a></p></li>
<li><p>See more at <a class="reference internal" href="../tools/aws-neuronx-tools.html#neuron-tools-rn"><span class="std std-ref">Neuron System Tools</span></a></p></li>
</ul>
</td>
<td><p>Inf1/Inf2/Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Neuron Runtime</p></td>
<td><ul class="simple">
<li><p>Runtime version and Capture Time support to NTFF</p></li>
<li><p>Async DMA copies support to improve Neuron Device copy times for all instance types</p></li>
<li><p>Logging and error messages improvements for Collectives timeouts and when loading NEFFs.</p></li>
<li><p>See more at <a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn"><span class="std std-ref">Neuron Runtime Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>End of Support Announcements and Documentation Updates</p></td>
<td><ul class="simple">
<li><p>Announcing End of support for <code class="docutils literal notranslate"><span class="pre">AWS</span> <span class="pre">Neuron</span> <span class="pre">reference</span> <span class="pre">for</span> <span class="pre">Megatron-LM</span></code> starting Neuron 2.13. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html#announce-eol-megatronlm"><span class="std std-ref">AWS Neuron reference for Megatron-LM no longer supported</span></a></p></li>
<li><p>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9 starting Neuron 2.14. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eos-pytorch-1-9.html#announce-eol-pytorch19"><span class="std std-ref">Announcing end of support for torch-neuron version 1.9</span></a></p></li>
<li><p>Added TensorFlow 2.x (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) analyze_model API section. See more at <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html#tensorflow-ref-neuron-analyze-model-api"><span class="std std-ref">TensorFlow 2.x (tensorflow-neuron) analyze_model API</span></a></p></li>
<li><p>Upgraded <code class="docutils literal notranslate"><span class="pre">numpy</span></code> version to <code class="docutils literal notranslate"><span class="pre">1.21.6</span></code> in various training scripts for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">Text Classification</a></p></li>
<li><p>Updated <code class="docutils literal notranslate"><span class="pre">bert-japanese</span></code> training Script to use <code class="docutils literal notranslate"><span class="pre">multilingual-sentiments</span></code> dataset. See <a href="#id5"><span class="problematic" id="id6">`</span></a>hf-bert-jp <<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp">https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp</a>> <a href="#id7"><span class="problematic" id="id8">`</span></a>_</p></li>
<li><p>See more at <a class="reference internal" href="../documentation/neuron-documentation.html#neuron-documentation-rn"><span class="std std-ref">Neuron Documentation Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Known Issues and Limitations</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="#neuron-2-13-0-known-issues"><span class="std std-ref">2.13.0 Known Issues and Limitations</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-even"><td><p>Release Artifacts</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../index.html#latest-neuron-release-artifacts"><span class="std std-ref">Release Artifacts</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
<p>To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>.</p>
</div>
<div class="section" id="known-issues-and-limitations">
<span id="neuron-2-13-0-known-issues"></span><h3><a class="toc-backref" href="#id47">2.13.0 Known Issues and Limitations</a><a class="headerlink" href="#known-issues-and-limitations" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Currently we see a NaN generated when the model implementation uses torch.dtype(float32.min) or torch.dtype(float32.max) along with XLA_USE_BF16/XLA_DOWNCAST_BF16. This is because, float32.min or float32.max gets downcasted to Inf in bf16 thereby producing a NaN. Short term fix is that we can use a small/large fp32 number instead of using float32.min/float32.max. Example, for mask creation, we can use -/+1e4 instead of min/max values. The issue will be addressed in future Neuron releases.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-2-12-2-08-19-2023">
<span id="neuron-2-12-0-whatsnew"></span><h2><a class="toc-backref" href="#id33">Neuron 2.12.2 (08/19/2023)</a><a class="headerlink" href="#neuron-2-12-2-08-19-2023" title="Permalink to this headline">#</a></h2>
<p>Patch release to fix a jemalloc conflict for all Neuron customers that use Ubuntu 22. The previous releases shipped with a dependency on jemalloc that may lead to compilation failures in Ubuntu 22 only.
Please <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">follow these instructions in setup guide</span></a> to upgrade to latest Neuron release.</p>
</div>
<div class="section" id="neuron-2-12-1-08-09-2023">
<h2><a class="toc-backref" href="#id34">Neuron 2.12.1 (08/09/2023)</a><a class="headerlink" href="#neuron-2-12-1-08-09-2023" title="Permalink to this headline">#</a></h2>
<p>Patch release to improve reliability of Neuron Runtime when running applications on memory constrained instances. The Neuron Runtime has reduced the contiguous memory requirement for initializing the Neuron Cores associated with applications.
This reduction allows bringup when only small amounts of contiguous memory remain on an instance. Please <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">upgrade to latest Neuron release</span></a> to use the latest Neuron Runtime.</p>
</div>
<div class="section" id="neuron-2-12-0-07-19-2023">
<h2><a class="toc-backref" href="#id35">Neuron 2.12.0 (07/19/2023)</a><a class="headerlink" href="#neuron-2-12-0-07-19-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id9">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id10" id="id48">What’s New</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-0-known-issues" id="id49">2.12.0 Known Issues and Limitations</a></p>
<ul>
<li><p><a class="reference internal" href="#known-issues-in-ubuntu-22-support" id="id50">Known Issues in Ubuntu 22 Support</a></p></li>
<li><p><a class="reference internal" href="#known-issues-in-certain-resnet-models-on-ubuntu-20" id="id51">Known issues in certain resnet models on Ubuntu 20</a></p></li>
</ul>
</li>
</ul>
</div>
<div class="section" id="id10">
<h3><a class="toc-backref" href="#id48">What’s New</a><a class="headerlink" href="#id10" title="Permalink to this headline">#</a></h3>
<p>This release introduces ZeRO-1 optimizer for model training in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> , introduces experimental support for <code class="docutils literal notranslate"><span class="pre">GPT-NeoX</span></code>, <code class="docutils literal notranslate"><span class="pre">BLOOM</span></code> , <code class="docutils literal notranslate"><span class="pre">Llama</span></code> and <code class="docutils literal notranslate"><span class="pre">Llama</span> <span class="pre">2(coming</span> <span class="pre">soon)</span></code> models in <code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code>. This release also adds support for model inference serving on Triton Inference Server for Inf2 & Trn1 instances, <code class="docutils literal notranslate"><span class="pre">lazy_load</span></code> API and <code class="docutils literal notranslate"><span class="pre">async_load</span></code> API for model loading in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>, as well as other new features,
performance optimizations, minor enhancements and bug fixes. This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
<th class="head"><p>Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>ZeRO-1 optimizer for model training in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></p></td>
<td><ul class="simple">
<li><p>Support of ZeRO-Stage-1 optimizer ( ZeroRedundancyOptimizer() API) for training models using <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></p></li>
<li><p>See tutorial at <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html#zero1-gpt2-pretraining-tutorial"><span class="std std-ref">ZeRO-1 Tutorial</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Support for new models and Enhancements in <code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code></p></td>
<td><ul class="simple">
<li><p>[Experimental] Support for inference of <code class="docutils literal notranslate"><span class="pre">GPT-NeoX</span></code>, <code class="docutils literal notranslate"><span class="pre">BLOOM</span></code> and <code class="docutils literal notranslate"><span class="pre">Llama</span></code> models.</p></li>
<li><p>[Experimental] Support for <code class="docutils literal notranslate"><span class="pre">Llama</span> <span class="pre">2</span></code> coming soon. Please monitor the <a class="reference external" href="https://github.com/aws-neuron/transformers-neuronx/tree/main/src/transformers_neuronx">transformers-neuronx repository</a> for updates.</p></li>
<li><p>Removed constraints on <code class="docutils literal notranslate"><span class="pre">tp_degree</span></code> in tensor-parallel configurations for <code class="docutils literal notranslate"><span class="pre">GPT2</span></code>, <code class="docutils literal notranslate"><span class="pre">OPT</span></code>, and <code class="docutils literal notranslate"><span class="pre">BLOOM</span></code> . See more at <a class="reference internal" href="../torch/transformers-neuronx/index.html#transformers-neuronx-rn"><span class="std std-ref">Transformers Neuron (transformers-neuronx) release notes</span></a></p></li>
<li><p>Added multi-query / multi-group attention support for <code class="docutils literal notranslate"><span class="pre">GPT2</span></code>.</p></li>
<li><p>See more at <a class="reference internal" href="../torch/transformers-neuronx/index.html#transformers-neuronx-rn"><span class="std std-ref">Transformers Neuron (transformers-neuronx) release notes</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Support for Inf2 and Trn1 instances on Triton Inference Server</p></td>
<td><ul class="simple">
<li><p>Support for Model Inference serving on Triton for Inf2 and Trn1 instances. See more at <a class="reference external" href="https://github.com/triton-inference-server/python_backend/tree/main/inferentia#using-triton-with-inferentia-2-or-trn1">Triton Server Python Backend</a></p></li>
<li><p>See tutorial at <a class="reference external" href="https://github.com/aws/amazon-sagemaker-examples/tree/main/sagemaker-triton/inferentia2">Triton on SageMaker - Deploying on Inf2</a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1</p></td>
</tr>
<tr class="row-odd"><td><p>Support for new computer vision models</p></td>
<td><ul class="simple">
<li><p>Performance optimizations in Stable Diffusion 2.1 model script and added [experimental] support for Stable Diffusion 1.5 models.</p></li>
<li><p>[Experimental] Script for training CLIP model for Image Classification.</p></li>
<li><p>[Experimental] Script for inference of Multimodal perceiver model</p></li>
<li><p>Please check <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">aws-neuron-samples repository</a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>New Features in <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> for training</p></td>
<td><ul class="simple">
<li><p>Added parallel cross entropy loss function.</p></li>
<li><p>See more at <span class="xref std std-ref">tp_api_guide</span></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">lazy_load</span></code> and <code class="docutils literal notranslate"><span class="pre">async_load</span></code> API for model loading in inference and performance enhancements in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></p></td>
<td><ul class="simple">
<li><p>Added <code class="docutils literal notranslate"><span class="pre">lazy_load</span></code> and <code class="docutils literal notranslate"><span class="pre">async_load</span></code> API to accelerate model loading for Inference. See more at <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html#torch-neuronx-lazy-async-load-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API</span></a></p></li>
<li><p>Optimize DataParallel API to load onto multiple cores simultaneously when device IDs specified are consecutive.</p></li>
<li><p>See more at <a class="reference internal" href="../torch/torch-neuronx/index.html#torch-neuronx-rn"><span class="std std-ref">PyTorch Neuron (torch-neuronx) release notes</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>[Experimental]Asynchronous Execution support and Enhancements in Neuron Runtime</p></td>
<td><ul class="simple">
<li><p>Added experimental asynchronous execution feature which can reduce latency by roughly 12% for training workloads. See more at <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a></p></li>
<li><p>AllReduce with All-to-all communication pattern enabled for 16 ranks on TRN1/TRN1N within the instance (intranode)</p></li>
<li><p>See more at <a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn"><span class="std std-ref">Neuron Runtime Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Support for <code class="docutils literal notranslate"><span class="pre">distribution_strategy</span></code> compiler option in <code class="docutils literal notranslate"><span class="pre">neuronx-cc</span></code></p></td>
<td><ul class="simple">
<li><p>Support for optional <code class="docutils literal notranslate"><span class="pre">--distribution_strategy</span></code> compiler option to enable compiler specific optimizations based on distribution strategy used.</p></li>
<li><p>See more at <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">Neuron Compiler CLI Reference Guide (neuronx-cc)</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>New Micro Benchmarking Performance User Guide and Documentation Updates</p></td>
<td><ul class="simple">
<li><p>Added best practices user guide for benchmarking performance of Neuron devices. See more at <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/microbenchmark">Benchmarking Guide and Helper scripts</a></p></li>
<li><p>Announcing end of support for Ubuntu 18. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eol-ubuntu-18.html#announce-eol-ubuntu18"><span class="std std-ref">Announcing end of support for Ubuntu 18</span></a></p></li>
<li><p>Removed support for Distributed Data Parallel(DDP) Tutorial.</p></li>
<li><p>Improved sidebar navigation in Documentation.</p></li>
<li><p>See more at <a class="reference internal" href="../documentation/neuron-documentation.html#neuron-documentation-rn"><span class="std std-ref">Neuron Documentation Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-even"><td><p>Known Issues and Limitations</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="#neuron-2-12-0-known-issues"><span class="std std-ref">2.12.0 Known Issues and Limitations</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Release Artifacts</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../index.html#latest-neuron-release-artifacts"><span class="std std-ref">Release Artifacts</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
<p>To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>.</p>
</div>
<div class="section" id="neuron-2-12-0-known-issues">
<span id="id11"></span><h3><a class="toc-backref" href="#id49">2.12.0 Known Issues and Limitations</a><a class="headerlink" href="#neuron-2-12-0-known-issues" title="Permalink to this headline">#</a></h3>
<div class="section" id="known-issues-in-ubuntu-22-support">
<h4><a class="toc-backref" href="#id50">Known Issues in Ubuntu 22 Support</a><a class="headerlink" href="#known-issues-in-ubuntu-22-support" title="Permalink to this headline">#</a></h4>
<ul class="simple">
<li><p>Several Vision and NLP models on Ubuntu 22 are not supported due to Compilation issues. Issues will be addressed in upcoming releases.</p></li>
<li><p>CustomOp feature failing with seg fault on Ubuntu 22. Issue will be addressed in upcoming releases.</p></li>
</ul>
</div>
<div class="section" id="known-issues-in-certain-resnet-models-on-ubuntu-20">
<h4><a class="toc-backref" href="#id51">Known issues in certain resnet models on Ubuntu 20</a><a class="headerlink" href="#known-issues-in-certain-resnet-models-on-ubuntu-20" title="Permalink to this headline">#</a></h4>
<ul class="simple">
<li><p>Known issue with support for resnet-18, resnet-34, resnet-50, resnet-101 and resnet-152 models on Ubuntu 20. Issues will be addressed in upcoming releases.</p></li>
</ul>
</div>
</div>
</div>
<div class="section" id="neuron-2-11-0-06-14-2023">
<span id="neuron-2-11-0-whatsnew"></span><h2><a class="toc-backref" href="#id36">Neuron 2.11.0 (06/14/2023)</a><a class="headerlink" href="#neuron-2-11-0-06-14-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id12">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id13" id="id52">What’s New</a></p></li>
</ul>
</div>
<div class="section" id="id13">
<h3><a class="toc-backref" href="#id52">What’s New</a><a class="headerlink" href="#id13" title="Permalink to this headline">#</a></h3>
<p>This release introduces Neuron Distributed, a new python library to simplify training and inference of large models, improving usability with features like S3 model caching, standalone profiler tool, support for Ubuntu22, as well as other new features,
performance optimizations, minor enhancements and bug fixes. This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
<th class="head"><p>Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>New Features and Performance Enhancements in <code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code></p></td>
<td><ul class="simple">
<li><p>Support for <code class="docutils literal notranslate"><span class="pre">int8</span></code> inference. See example at <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#int8-weight-storage-support"><span class="std std-ref">int8 weight storage support</span></a></p></li>
<li><p>Improved prompt context encoding performance. See more at <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html#transformers-neuronx-developer-guide"><span class="std std-ref">Transformers Neuron (transformers-neuronx) Developer Guide</span></a></p></li>
<li><p>Improved collective communications performance for Tensor Parallel inference on Inf2 and Trn1.</p></li>
<li><p>See more at <a class="reference internal" href="../torch/transformers-neuronx/index.html#transformers-neuronx-rn"><span class="std std-ref">Transformers Neuron (transformers-neuronx) release notes</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Neuron Profiler Tool</p></td>
<td><ul class="simple">
<li><p>Profiling and visualization of model execution on Trainium and Inferentia devices now supported as a stand-alone tool.</p></li>
<li><p>See more at <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html#neuron-profile-ug"><span class="std std-ref">Neuron Profile User Guide</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Neuron Compilation Cache through S3</p></td>
<td><ul class="simple">
<li><p>Support for sharing compiled models across Inf2 and Trn1 nodes through S3</p></li>
<li><p>See more at <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html#pytorch-neuronx-parallel-compile-cli"><span class="std std-ref">PyTorch Neuron neuron_parallel_compile CLI (torch-neuronx)</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>New script to scan a model for supported/unsupported operators</p></td>
<td><ul class="simple">
<li><p>Script to scan a model for supported/unsupported operators before training, scan output includes supported and unsupported operators at both XLA operators and PyTorch operators level.</p></li>
<li><p>See a sample tutorial at <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html#torch-analyze-for-training-tutorial"><span class="std std-ref">Analyze for Training Tutorial</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Neuron Distributed Library [Experimental]</p></td>
<td><ul class="simple">
<li><p>New Python Library based on PyTorch enabling distributed training and inference of large models.</p></li>
<li><p>Initial support for tensor-parallelism.</p></li>
<li><p>See more at <a class="reference internal" href="../../libraries/neuronx-distributed/index.html#neuronx-distributed-index"><span class="std std-ref">Neuron Distributed</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Neuron Calculator and Documentation Updates</p></td>
<td><ul class="simple">
<li><p>New <a class="reference internal" href="../../general/calculator/neuron-calculator.html#neuron-calculator"><span class="std std-ref">Neuron Calculator</span></a> Documentation section to help determine number of Neuron Cores needed for LLM Inference.</p></li>
<li><p>Added App Note <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#neuron-llm-inference"><span class="std std-ref">Generative LLM inference with Neuron</span></a></p></li>
<li><p>See more at <a class="reference internal" href="../documentation/neuron-documentation.html#neuron-documentation-rn"><span class="std std-ref">Neuron Documentation Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Enhancements to Neuron SysFS</p></td>
<td><ul class="simple">
<li><p>Support for detailed breakdown of memory usage across the NeuronCores</p></li>
<li><p>See more at <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug"><span class="std std-ref">Neuron Sysfs User Guide</span></a></p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Support for Ubuntu 22</p></td>
<td><ul class="simple">
<li><p>See more at <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">Setup Guide</span></a> for setup instructions on Ubuntu22</p></li>
</ul>
</td>
<td><p>Inf1, Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Release Artifacts</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../index.html#latest-neuron-release-artifacts"><span class="std std-ref">Release Artifacts</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
<p>To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>.</p>
</div>
</div>
<div class="section" id="neuron-2-10-0-05-01-2023">
<span id="neuron-2-10-0-whatsnew"></span><h2><a class="toc-backref" href="#id37">Neuron 2.10.0 (05/01/2023)</a><a class="headerlink" href="#neuron-2-10-0-05-01-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id14">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id15" id="id53">What’s New</a></p></li>
</ul>
</div>
<div class="section" id="id15">
<h3><a class="toc-backref" href="#id53">What’s New</a><a class="headerlink" href="#id15" title="Permalink to this headline">#</a></h3>
<p>This release introduces new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
<th class="head"><p>Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Initial support for computer vision models inference</p></td>
<td><ul class="simple">
<li><p>Added Stable Diffusion 2.1 model script for Text to Image Generation</p></li>
<li><p>Added VGG model script for Image Classification Task</p></li>
<li><p>Added UNet model script for Image Segmentation Task</p></li>
<li><p>Please check <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">aws-neuron-samples repository</a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Profiling support in PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference with TensorBoard</p></td>
<td><ul class="simple">
<li><p>See more at <a class="reference internal" href="../../tools/tutorials/torch-neuronx-profiling-with-tb.html#torch-neuronx-profiling-with-tb"><span class="std std-ref">Profiling PyTorch Neuron (torch-neuronx) with TensorBoard</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>New Features and Performance Enhancements in transformers-neuronx</p></td>
<td><ul class="simple">
<li><p>Support for the HuggingFace generate function.</p></li>
<li><p>Model Serialization support for GPT2 models. (including model saving, loading, and weight swapping)</p></li>
<li><p>Improved prompt context encoding performance.</p></li>
<li><p>See <a class="reference internal" href="../../libraries/transformers-neuronx/index.html#transformers-neuronx-readme"><span class="std std-ref">Transformers Neuron (transformers-neuronx)</span></a> for examples and usage</p></li>
<li><p>See more at <a class="reference internal" href="../torch/transformers-neuronx/index.html#transformers-neuronx-rn"><span class="std std-ref">Transformers Neuron (transformers-neuronx) release notes</span></a></p></li>
</ul>
</td>
<td><p>Inf2, Trn1/Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>Support models larger than 2GB in TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags"><span class="std std-ref">Special Flags</span></a> for details. (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></li>
</ul>
</td>
<td><p>Trn1/Trn1n, Inf2</p></td>
</tr>
<tr class="row-even"><td><p>Support models larger than 2GB in TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html#tensorflow-ref-neuron-tracing-api"><span class="std std-ref">Special Flags</span></a> for details. (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</p></li>
</ul>
</td>
<td><p>Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Performance Enhancements in PyTorch C++ Custom Operators (Experimental)</p></td>
<td><ul class="simple">
<li><p>Support for using multiple GPSIMD Cores in Custom C++ Operators</p></li>
<li><p>See <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html#custom-ops-api-ref-guide"><span class="std std-ref">Custom Operators API Reference Guide [Experimental]</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n</p></td>
</tr>
<tr class="row-even"><td><p>Weight Deduplication Feature (Inf1)</p></td>
<td><ul class="simple">
<li><p>Support for Sharing weights when loading multiple instance versions of the same model on different NeuronCores.</p></li>
<li><p>See more at <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a></p></li>
</ul>
</td>
<td><p>Inf1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">nccom-test</span></code> - Collective Communication Benchmarking Tool</p></td>
<td><ul class="simple">
<li><p>Supports enabling benchmarking sweeps on various Neuron Collective Communication operations. See <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html#nccom-test"><span class="std std-ref">NCCOM-TEST User Guide</span></a> for more details.</p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2</p></td>
</tr>
<tr class="row-even"><td><p>Announcing end of support for tensorflow-neuron 2.7 & mxnet-neuron 1.5 versions</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../../general/announcements/neuron1.x/announce-eol-tf-before-2-7.html#announce-eol-tf-before-2-7"><span class="std std-ref">Announcing end of support for tensorflow-neuron versions 2.7</span></a></p></li>
<li><p>See <a class="reference internal" href="../../general/announcements/neuron1.x/announce-eol-mx-before-1-5.html#announce-eol-mxnet-before-1-5"><span class="std std-ref">Announcing end of support for mxnet-neuron versions 1.5</span></a></p></li>
</ul>
</td>
<td><p>Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
<tr class="row-even"><td><p>Release Artifacts</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../index.html#latest-neuron-release-artifacts"><span class="std std-ref">Release Artifacts</span></a></p></li>
</ul>
</td>
<td><p>Trn1/Trn1n , Inf2, Inf1</p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
<p>To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>.</p>
</div>
</div>
<div class="section" id="neuron-2-9-1-04-19-2023">
<span id="neuron-2-9-0-whatsnew"></span><h2><a class="toc-backref" href="#id38">Neuron 2.9.1 (04/19/2023)</a><a class="headerlink" href="#neuron-2-9-1-04-19-2023" title="Permalink to this headline">#</a></h2>
<p>Minor patch release to add support for deserialized torchscript model compilation and support for multi-node training in EKS. Fixes included in this release are critical to enable training
and deploying models with Amazon Sagemaker or Amazon EKS.</p>
</div>
<div class="section" id="neuron-2-9-0-03-28-2023">
<h2><a class="toc-backref" href="#id39">Neuron 2.9.0 (03/28/2023)</a><a class="headerlink" href="#neuron-2-9-0-03-28-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id17">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id18" id="id54">What’s New</a></p></li>
</ul>
</div>
<div class="section" id="id18">
<h3><a class="toc-backref" href="#id54">What’s New</a><a class="headerlink" href="#id18" title="Permalink to this headline">#</a></h3>
<p>This release adds support for EC2 Trn1n instances, introduces new features, performance optimizations, minor enhancements and bug fixes. This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
<th class="head"><p>Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Support for EC2 Trn1n instances</p></td>
<td><ul class="simple">
<li><p>Updated Neuron Runtime for Trn1n instances</p></li>
<li><p>Overall documentation update to include Trn1n instances</p></li>
</ul>
</td>
<td><p>Trn1n</p></td>
</tr>
<tr class="row-odd"><td><p>New Analyze API in PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</p></td>
<td><ul class="simple">
<li><p>A new API that return list of supported and unsupported PyTorch operators for a model. See <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html#torch-neuronx-analyze-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Analyze API for Inference</span></a></p></li>
</ul>
</td>
<td><p>Trn1, Inf2</p></td>
</tr>
<tr class="row-even"><td><p>Support models that are larger than 2GB in PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) on Inf1</p></td>
<td><ul class="simple">
<li><p>See <code class="docutils literal notranslate"><span class="pre">separate_weights</span></code> flag to <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html#torch_neuron.trace" title="torch_neuron.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuron.trace()</span></code></a> to support models that are larger than 2GB</p></li>
</ul>
</td>
<td><p>Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Performance Improvements</p></td>
<td><ul class="simple">
<li><p>Up to 10% higher throughput when training GPT3 6.7B model on multi-node</p></li>
</ul>
</td>
<td><p>Trn1</p></td>
</tr>
<tr class="row-even"><td><p>Dynamic Batching support in TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags"><span class="std std-ref">Special Flags</span></a> for details.</p></li>
</ul>
</td>
<td><p>Trn1, Inf2</p></td>
</tr>
<tr class="row-odd"><td><p>NeuronPerf support for Trn1/Inf2 instances</p></td>
<td><ul class="simple">
<li><p>Added Trn1/Inf2 support for PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) and TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></li>
</ul>
</td>
<td><p>Trn1, Inf2</p></td>
</tr>
<tr class="row-even"><td><p>Hierarchical All-Reduce and Reduce-Scatter collective communication</p></td>
<td><ul class="simple">
<li><p>Added support for hierarchical All-Reduce and Reduce-Scatter in Neuron Runtime to enable better scalability of distributed workloads .</p></li>
</ul>
</td>
<td><p>Trn1, Inf2</p></td>
</tr>
<tr class="row-odd"><td><p>New Tutorials added</p></td>
<td><ul class="simple">
<li><p><a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html#torch-hf-t5-finetune"><span class="std std-ref">Added tutorial to fine-tune T5 model</span></a></p></li>
<li><p>Added tutorial to demonstrate use of Libtorch with PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for inference <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html#pytorch-tutorials-libtorch"><span class="std std-ref">[html]</span></a></p></li>
</ul>
</td>
<td><p>Trn1, Inf2</p></td>
</tr>
<tr class="row-even"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
<td><p>Trn1, Inf2, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p>Release included packages</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../releasecontent.html#neuron-release-content"><span class="std std-ref">Release Content</span></a></p></li>
</ul>
</td>
<td><p>Trn1, Inf2, Inf1</p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
<p>To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see <a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>.</p>
</div>
</div>
<div class="section" id="neuron-2-8-0-02-24-2023">
<span id="neuron-2-8-0-whatsnew"></span><h2><a class="toc-backref" href="#id40">Neuron 2.8.0 (02/24/2023)</a><a class="headerlink" href="#neuron-2-8-0-02-24-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id19">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id20" id="id55">What’s New</a></p></li>
</ul>
</div>
<div class="section" id="id20">
<h3><a class="toc-backref" href="#id55">What’s New</a><a class="headerlink" href="#id20" title="Permalink to this headline">#</a></h3>
<p>This release adds support for <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">EC2 Inf2</a> instances, introduces initial inference support with TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) on Trn1 and Inf2, and introduces minor enhancements and bug fixes.</p>
<p>This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Support for <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">EC2 Inf2</a> instances</p></td>
<td><ul class="simple">
<li><p>Inference support for Inf2 instances in PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</p></li>
<li><p>Inference support for Inf2 instances in TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></li>
<li><p>Overall documentation update to include Inf2 instances</p></li>
</ul>
</td>
</tr>
<tr class="row-odd"><td><p>TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) support</p></td>
<td><ul class="simple">
<li><p>This releases introduces initial inference support with TensorFlow 2.x Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) on Trn1 and Inf2</p></li>
</ul>
</td>
</tr>
<tr class="row-even"><td><p>New Neuron GitHub samples</p></td>
<td><ul class="simple">
<li><p>New sample scripts for deploying LLM models with <code class="docutils literal notranslate"><span class="pre">transformer-neuronx</span></code> under <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx/inference">aws-neuron-samples</a> GitHub repository.</p></li>
<li><p>New sample scripts for deploying models with <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> under <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">aws-neuron-samples repository</a> GitHub repository.</p></li>
</ul>
</td>
</tr>
<tr class="row-odd"><td><p>Minor enhancements and bug fixes.</p></td>
<td><ul class="simple">
<li><p>See <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li>
</ul>
</td>
</tr>
<tr class="row-even"><td><p>Release included packages</p></td>
<td><ul class="simple">
<li><p>see <a class="reference internal" href="../releasecontent.html#neuron-release-content"><span class="std std-ref">Release Content</span></a></p></li>
</ul>
</td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
</div>
</div>
<div class="section" id="neuron-2-7-0-02-08-2023">
<span id="neuron-2-7-0-whatsnew"></span><h2><a class="toc-backref" href="#id41">Neuron 2.7.0 (02/08/2023)</a><a class="headerlink" href="#neuron-2-7-0-02-08-2023" title="Permalink to this headline">#</a></h2>
<div class="contents local topic" id="id23">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#id24" id="id56">What’s New</a></p></li>
</ul>
</div>
<div class="section" id="id24">
<h3><a class="toc-backref" href="#id56">What’s New</a><a class="headerlink" href="#id24" title="Permalink to this headline">#</a></h3>
<p>This release introduces new capabilities and libraries, as well as features and tools that improves usability. This release introduces the following:</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>What’s New</p></th>
<th class="head"><p>Details</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>PyTorch 1.13</p></td>
<td><p>Support of PyTorch 1.13 version for PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>). For resources see <a class="reference internal" href="../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a></p></td>
</tr>
<tr class="row-odd"><td><p>PyTorch DistributedDataParallel (DDP) API</p></td>
<td><p>Support of PyTorch DistributedDataParallel (DDP) API in PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>). For resources how to use PyTorch DDP API with Neuron, please check <span class="xref std std-ref">neuronx-ddp-tutorial</span>.</p></td>
</tr>
<tr class="row-even"><td><p>Inference support in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></p></td>
<td><p>For more details please visit <span class="xref std std-ref">pytorch-neuronx-main`</span> page. You can also try Neuron Inference samples <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx</a> in the <code class="docutils literal notranslate"><span class="pre">aws-neuron-samples</span></code> GitHub repo.</p></td>
</tr>
<tr class="row-odd"><td><p>Neuron Custom C++ Operators[Experimental]</p></td>
<td><p>Initial support for Neuron Custom C++ Operators [Experimental] , with Neuron Custom C++ Operators (“CustomOps”) you can now write CustomOps that run on NeuronCore-v2 chips. For more resources please check <a class="reference internal" href="../../neuron-customops/index.html#neuron-c-customops"><span class="std std-ref">Neuron Custom C++ Operators [Experimental]</span></a> section.</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code> [Experimental]</p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">transformers-neuronx</span></code> is a new library enabling LLM model inference. It contains models that are checkpoint-compatible with HuggingFace Transformers, and currently supports Transformer Decoder models like GPT2, GPT-J and OPT. Please check <a class="reference external" href="https://github.com/aws-neuron/transformers-neuronx">aws-neuron-samples repository</a></p></td>
</tr>
<tr class="row-odd"><td><p>Neuron sysfs filesystem</p></td>
<td><p>Neuron sysfs filesystem exposes Neuron Devices under <code class="docutils literal notranslate"><span class="pre">/sys/devices/virtual/neuron_device</span></code> providing visibility to Neuron Driver and Runtime at the system level. By performing several simple CLIs such as reading or writing to a sysfs file, you can get information such as Neuron Runtime status, memory usage, Driver info etc. For resources about Neuron sysfs filesystem visit <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug"><span class="std std-ref">Neuron Sysfs User Guide</span></a>.</p></td>
</tr>
<tr class="row-even"><td><p>TFLOPS support in Neuron System Tools</p></td>
<td><p>Neuron System Tools now also report model actual TFLOPs rate in both <code class="docutils literal notranslate"><span class="pre">neuron-monitor</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-top</span></code>. More details can be found in the <a class="reference internal" href="../../tools/index.html#neuron-tools"><span class="std std-ref">Neuron Tools documentation</span></a>.</p></td>
</tr>
<tr class="row-odd"><td><p>New sample scripts for training</p></td>
<td><p>This release adds multiple new sample scripts for training models with <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>, Please check <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">aws-neuron-samples repository</a></p></td>
</tr>
<tr class="row-even"><td><p>New sample scripts for inference</p></td>
<td><p>This release adds multiple new sample scripts for deploying models with <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>, Please check <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">aws-neuron-samples repository</a></p></td>
</tr>
<tr class="row-odd"><td><p>Neuron GitHub samples repository for Amazon EKS</p></td>
<td><p>A new AWS Neuron GitHub samples repository for Amazon EKS, Please check <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">aws-neuron-samples repository</a></p></td>
</tr>
</tbody>
</table>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
</div>
</div>
<div class="section" id="neuron-2-6-0-12-12-2022">
<span id="neuron-2-6-0-whatsnew"></span><h2><a class="toc-backref" href="#id42">Neuron 2.6.0 (12/12/2022)</a><a class="headerlink" href="#neuron-2-6-0-12-12-2022" title="Permalink to this headline">#</a></h2>
<p>This release introduces the support of PyTorch 1.12 version, and introduces PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) profiling through Neuron Plugin for TensorBoard. Pytorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) users can now profile their models through the following TensorBoard views:</p>
<ul class="simple">
<li><p>Operator Framework View</p></li>
<li><p>Operator HLO View</p></li>
<li><p>Operator Trace View</p></li>
</ul>
<p>This release introduces the support of LAMB optimizer for FP32 mode, and adds support for <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html#torch-neuronx-snapshotting"><span class="std std-ref">capturing snapshots</span></a> of inputs, outputs and graph HLO for debugging.</p>
<p>In addition, this release introduces the support of new operators and resolves issues that improve stability for Trn1 customers.</p>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
</div>
<div class="section" id="neuron-2-5-0-11-23-2022">
<span id="neuron-2-5-0-whatsnew"></span><h2><a class="toc-backref" href="#id43">Neuron 2.5.0 (11/23/2022)</a><a class="headerlink" href="#neuron-2-5-0-11-23-2022" title="Permalink to this headline">#</a></h2>
<p>Neuron 2.5.0 is a major release which introduces new features and resolves issues that improve stability for Inf1 customers.</p>
<table class="colwidths-auto table-smaller-font-size table">
<thead>
<tr class="row-odd"><th class="head"><p>Component</p></th>
<th class="head"><p>New in this release</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>PyTorch Neuron <code class="docutils literal notranslate"><span class="pre">(torch-neuron)</span></code></p></td>
<td><ul class="simple">
<li><p>PyTorch 1.12 support</p></li>
<li><p>Python 3.8 support</p></li>
<li><p><a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html#torch-neuron-lstm-support"><span class="std std-ref">LSTM</span></a> support on Inf1</p></li>
<li><p><a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html#torch-neuron-r-cnn-app-note"><span class="std std-ref">R-CNN</span></a> support on Inf1</p></li>
<li><p>Support for new <span class="xref std std-ref">API for core placement</span></p></li>
<li><p>Support for <a class="reference internal" href="../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">improved logging</span></a></p></li>
<li><p>Improved <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html#torch_neuron.trace" title="torch_neuron.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuron.trace()</span></code></a> performance when using large graphs</p></li>
<li><p>Reduced host memory usage of loaded models in <code class="docutils literal notranslate"><span class="pre">libtorchneuron.so</span></code></p></li>
<li><p><a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch"><span class="std std-ref">Additional operators</span></a> support</p></li>
</ul>
</td>
</tr>
<tr class="row-odd"><td><p>TensorFlow Neuron <code class="docutils literal notranslate"><span class="pre">(tensorflow-neuron)</span></code></p></td>
<td><ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">tf-neuron-auto-multicore</span></code> tool to enable automatic data parallel on multiple NeuronCores.</p></li>
<li><p>Experimental support for tracing models larger than 2GB using <code class="docutils literal notranslate"><span class="pre">extract-weights</span></code> flag (TF2.x only), see <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html#tensorflow-ref-neuron-tracing-api"><span class="std std-ref">TensorFlow 2.x (tensorflow-neuron) Tracing API</span></a></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tfn.auto_multicore</span></code> Python API to enable automatic data parallel (TF2.x only)</p></li>
</ul>
</td>
</tr>
</tbody>
</table>
<p>This Neuron release is the last release that will include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> <a class="reference internal" href="../../general/announcements/neuron1.x/announce-eol-pt-before-1-8.html#announce-eol-pt-before-1-8"><span class="std std-ref">versions 1.7 and 1.8</span></a>, and that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> <a class="reference internal" href="../../general/announcements/neuron1.x/announce-eol-tf-before-2-5.html#announce-eol-tf-before-2-5"><span class="std std-ref">versions 2.5 and 2.6</span></a>.</p>
<p>In addition, this release introduces changes to the Neuron packaging and installation instructions for Inf1 customers, see <a class="reference internal" href="../../general/announcements/neuron2.x/neuron250-packages-changes.html#neuron250-packages-changes"><span class="std std-ref">Introducing Neuron packaging and installation changes for Inf1 customers</span></a> for more information.</p>
<p>For more detailed release notes of the new features and resolved issues, see <a class="reference internal" href="../index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a>.</p>
</div>
<div class="section" id="neuron-2-4-0-10-27-2022">
<span id="neuron-2-4-0-whatsnew"></span><h2><a class="toc-backref" href="#id44">Neuron 2.4.0 (10/27/2022)</a><a class="headerlink" href="#neuron-2-4-0-10-27-2022" title="Permalink to this headline">#</a></h2>
<p>This release introduces new features and resolves issues that improve stability. The release introduces “memory utilization breakdown” feature in both <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug"><span class="std std-ref">Neuron Monitor</span></a> and <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html#neuron-top-ug"><span class="std std-ref">Neuron Top</span></a> system tools. The release introduces support for “NeuronCore Based Sheduling” capability to the Neuron Kubernetes Scheduler and introduces new operators support in <span class="xref std std-ref">Neuron Compiler</span> and <a class="reference internal" href="../torch/torch-neuronx/index.html#torch-neuronx-rn"><span class="std std-ref">PyTorch Neuron</span></a>. This release introduces also additional eight (8) samples of models’ fine tuning using PyTorch Neuron. The new samples can be found in the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">AWS Neuron Samples GitHub</a> repository.</p>
</div>
<div class="section" id="neuron-2-3-0-10-10-2022">
<span id="neuron-2-3-0-whatsnew"></span><h2><a class="toc-backref" href="#id45">Neuron 2.3.0 (10/10/2022)</a><a class="headerlink" href="#neuron-2-3-0-10-10-2022" title="Permalink to this headline">#</a></h2>
<p>This Neuron 2.3.0 release extends Neuron 1.x and adds support for the new AWS Trainium powered Amazon EC2 Trn1 instances. With this release, you can now run deep learning training workloads on Trn1 instances to save training costs by up to 50% over equivalent GPU-based EC2 instances, while getting the highest training performance in AWS cloud for popular NLP models.</p>
<table class="colwidths-auto table-smaller-font-size table">
<tbody>
<tr class="row-odd"><td><p>What’s New</p></td>
<td><ul class="simple">
<li><p><span class="xref std std-ref">rn2.3.0_new</span></p></li>
<li><p><a class="reference internal" href="../../general/announcements/neuron2.x/neuron230-packages-changes.html#neuron-packages-changes"><span class="std std-ref">Introducing Packaging and installation changes</span></a></p></li>
<li><p><a class="reference internal" href="../../general/announcements/neuron2.x/github-changes.html#announce-aws-neuron-github-org"><span class="std std-ref">Introducing New Neuron GitHub Repositories</span></a></p></li>
<li><p><a class="reference internal" href="../../general/announcements/neuron2.x/neuron-rtd-eol.html#announce-neuron-rtd-eol"><span class="std std-ref">Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</span></a></p></li>
</ul>
</td>
</tr>
<tr class="row-even"><td><p>Tested workloads and known issues</p></td>
<td><ul class="simple">
<li><p><span class="xref std std-ref">rn2.3.0_tested</span></p></li>
<li><p><span class="xref std std-ref">rn2.3.0-known-issues</span></p></li>
</ul>
</td>
</tr>
</tbody>
</table>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open">
<summary class="sd-summary-title sd-card-header drop-down-class-title-small">
Neural-networks training support<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body drop-down-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Supported instances: Trn1</p></li>
<li><p class="sd-card-text">Supported Frameworks: PyTorch Neuron (torch-neuronx)</p></li>
<li><p class="sd-card-text">Supported Data-types</p>
<ul>
<li><p class="sd-card-text">FP32, BF16</p></li>
</ul>
</li>
<li><p class="sd-card-text">Supported Rounding Modes</p>
<ul>
<li><p class="sd-card-text">Stochastic Rounding (SR)</p></li>
<li><p class="sd-card-text">Round Nearest ties to Even (RNE)</p></li>
</ul>
</li>
<li><p class="sd-card-text">Supported Automatic Casting Methods</p>
<ul>
<li><p class="sd-card-text">Neuron automatic casting of FP32 tensors / weights / operations to BF16 - Default mode</p></li>
<li><p class="sd-card-text">PyTorch automatic casting</p></li>
<li><p class="sd-card-text">Full BF16 automatic casting (via XLA_USE_BF16=1 environment variable)</p></li>
</ul>
</li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open">
<summary class="sd-summary-title sd-card-header drop-down-class-title-small">
PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body drop-down-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">PyTorch 1.11</p></li>
<li><p class="sd-card-text">Supported instances: Trn1</p></li>
<li><p class="sd-card-text">Supported Python versions: Python 3.7, Python 3.8</p></li>
<li><p class="sd-card-text">Eager Debug Mode</p></li>
<li><p class="sd-card-text">Persistent Cache for compilation</p></li>
<li><p class="sd-card-text">Collective compute operations: AllReduce</p></li>
<li><p class="sd-card-text">Optimizers: AdamW, SGD</p></li>
<li><p class="sd-card-text">Tested loss functions: Negative log-likelihood (NLL), Cross-entropy</p></li>
<li><p class="sd-card-text">Training Libraries/Frameworks</p>
<ul>
<li><p class="sd-card-text">torch.distributed</p></li>
<li><p class="sd-card-text">Megatron-LM Reference for Neuron</p></li>
<li><p class="sd-card-text">Training Examples</p>
<ul>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html#neuronx-mlp-training-tutorial"><span class="std std-ref">Multi-Layer Perceptron Training Tutorial</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html#hf-bert-pretraining-tutorial"><span class="std std-ref">Hugging Face BERT Pretraining Tutorial</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html#torch-hf-bert-finetune"><span class="std std-ref">PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/megatron_lm_gpt.html#megatron-lm-pretraining-tutorial"><span class="std std-ref">Megatron-LM GPT Pretraining Tutorial [End of Support]</span></a></p></li>
</ul>
</li>
</ul>
</li>
<li><p class="sd-card-text">For More information:</p>
<ul>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html#pytorch-neuronx-programming-guide"><span class="std std-ref">Developer Guide for Training with PyTorch Neuron (torch-neuronx)</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../torch/torch-neuronx/index.html#torch-neuronx-rn"><span class="std std-ref">PyTorch Neuron (torch-neuronx) release notes</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html#pytorch-neuron-traning-troubleshooting"><span class="std std-ref">PyTorch Neuron (torch-neuronx) for Training Troubleshooting Guide</span></a></p></li>
</ul>
</li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open">
<summary class="sd-summary-title sd-card-header drop-down-class-title-small">
Neuron Runtime, Drivers and Networking Components<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body drop-down-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Neuron Runtime 2.9</p></li>
<li><p class="sd-card-text">Supported instances: Trn1, Inf1</p></li>
<li><p class="sd-card-text">Elastic Fabric Adapter (EFA) @ 800Gbps</p></li>
<li><p class="sd-card-text">Collective communication operators</p>
<ul>
<li><p class="sd-card-text">AllReduce</p></li>
<li><p class="sd-card-text">AllGather</p></li>
<li><p class="sd-card-text">ReduceScatter</p></li>
</ul>
</li>
<li><p class="sd-card-text">Release Notes:</p>
<ul>
<li><p class="sd-card-text"><a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html#neuron-runtime-rn"><span class="std std-ref">Neuron Runtime Release Notes</span></a></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html#neuron-driver-release-notes"><span class="std std-ref">Neuron Driver Release Notes</span></a></p></li>
</ul>
</li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open">
<summary class="sd-summary-title sd-card-header drop-down-class-title-small">
Neuron Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body drop-down-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Neuron system tools - Adding Trn1 support to the following tools:</p>
<ul>
<li><p class="sd-card-text">neuron-monitor</p></li>
<li><p class="sd-card-text">neuron-top</p></li>
<li><p class="sd-card-text">neuron-ls</p></li>
</ul>
</li>
<li><p class="sd-card-text">Release Notes:</p>
<ul>
<li><p class="sd-card-text"><a class="reference internal" href="../tools/aws-neuronx-tools.html#neuron-tools-rn"><span class="std std-ref">Neuron System Tools</span></a></p></li>
</ul>
</li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open">
<summary class="sd-summary-title sd-card-header drop-down-class-title-small">
Developer Flows<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body drop-down-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Containers</p>
<ul>
<li><p class="sd-card-text">Deep Learning Containers (DLC) supporting PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</p></li>
</ul>
</li>
<li><p class="sd-card-text">Multi-Instance distributed workloads orchestration:</p>
<ul>
<li><p class="sd-card-text">AWS ParallelCluster (Through custom AMI build)</p></li>
<li><p class="sd-card-text">Amazon Elastic Compute Cloud (ECS)</p></li>
</ul>
</li>
<li><p class="sd-card-text">Supported Amazon Linux Images (AMIs)</p>
<ul>
<li><p class="sd-card-text">Ubuntu 20 Neuron DLAMI-base (Python 3.8)</p></li>
<li><p class="sd-card-text">Amazon Linux2 Neuron DLAMI-base (Python 3.7)</p></li>
<li><p class="sd-card-text">Ubuntu 18 Neuron DLAMI-base (Python 3.7)</p></li>
<li><p class="sd-card-text">Ubuntu 18 AMI (Python 3.7)</p></li>
<li><p class="sd-card-text">Ubuntu 20 AMI (Python 3.8)</p></li>
<li><p class="sd-card-text">Amazon Linux2 AMI (Python 3.7)</p></li>
</ul>
</li>
</ul>
</div>
</details><p>The following workloads were tested in this release:</p>
<ul class="simple">
<li><p>Distributed data-parallel pre-training of Hugging Face BERT model on single Trn1.32xl instance (32 NeuronCores).</p></li>
<li><p>Distributed data-parallel pre-training of Hugging Face BERT model on multiple Trn1.32xl instances.</p></li>
<li><p>HuggingFace BERT MRPC task finetuning on single NeuronCore or multiple NeuronCores (data-parallel).</p></li>
<li><p>Megatron-LM GPT3 (6.7B parameters) pre-training on single Trn1.32xl instance.</p></li>
<li><p>Megatron-LM GPT3 (6.7B parameters) pre-training on multi Trn1.32xl instances.</p></li>
<li><p>Multi-Layer Perceptron (ML) model training on single NeuronCore or multiple NeuronCores (data-parallel).</p></li>
</ul>
<ul class="simple">
<li><p>For maximum training performance, please set environment variables <code class="docutils literal notranslate"><span class="pre">XLA_USE_BF16=1</span></code> to enable full BF16 and Stochastic Rounding.</p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:30.917Z
|
Posts tagged dlami — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/dlami.html
|
# Posts tagged dlami — AWS Neuron Documentation
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.12.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.10 version](../../neuron2.x/dlami-neuron-2.10.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.10.html)
---
## [Neuron GPG key for Ubuntu installation has expired](../../neuron2.x/gpg-expiration.html)
- 10 November 2022
- [en](../language/en.html)
- [pytorch](pytorch.html) [dlami](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.
[_Read more ..._](../../neuron2.x/gpg-expiration.html)
---
## [Introducing AWS Deep Learning AMI Neuron PyTorch](../../neuron2.x/dlami-pytorch-introduce.html)
- 02 November 2022
- [en](../language/en.html)
- [pytorch](pytorch.html) [dlami](#)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (`torch-neuronx`) is now available, for more information see:
[_Read more ..._](../../neuron2.x/dlami-pytorch-introduce.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged dlami — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged dlami">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/dlami", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/dlami.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged dlami
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/gpg-expiration.html">Neuron GPG key for Ubuntu installation has expired</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="pytorch.html">pytorch</a>
<a href="#">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/gpg-expiration.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-pytorch-introduce.html">Introducing AWS Deep Learning AMI Neuron PyTorch</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="pytorch.html">pytorch</a>
<a href="#">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) is now available, for more information see:</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-pytorch-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:31.142Z
|
Posts tagged inf2 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/inf2.html
|
# Posts tagged inf2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged inf2 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged inf2">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/inf2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index/tag/inf2.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/inf2.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/index/tag/inf2.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/index/tag/inf2.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/index/tag/inf2.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/index/tag/inf2.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/index/tag/inf2.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/index/tag/inf2.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/index/tag/inf2.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/index/tag/inf2.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/index/tag/inf2.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/index/tag/inf2.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/index/tag/inf2.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/index/tag/inf2.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/index/tag/inf2.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/index/tag/inf2.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/index/tag/inf2.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/index/tag/inf2.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/index/tag/inf2.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/index/tag/inf2.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/index/tag/inf2.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/index/tag/inf2.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/index/tag/inf2.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/index/tag/inf2.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/index/tag/inf2.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/index/tag/inf2.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/index/tag/inf2.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/index/tag/inf2.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/index/tag/inf2.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/index/tag/inf2.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/index/tag/inf2.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/inf2.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged inf2
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="#">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="#">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-dlc-2.9.1.html">PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 April 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="sagemaker.html">sagemaker</a>
<a href="#">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-dlc-2.9.1.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:31.200Z
|
Posts tagged pytorch — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/pytorch.html
|
# Posts tagged pytorch — AWS Neuron Documentation
## [AWS Deep Learning AMIs now available with Neuron 2.12 version](../../neuron2.x/dlami-neuron-2.12.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.12.html)
---
## [AWS Deep Learning AMIs now available with Neuron 2.10 version](../../neuron2.x/dlami-neuron-2.10.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
[_Read more ..._](../../neuron2.x/dlami-neuron-2.10.html)
---
## [PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker](../../neuron2.x/sm-training-dlc-2.9.1.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.
[_Read more ..._](../../neuron2.x/sm-training-dlc-2.9.1.html)
---
## [Neuron GPG key for Ubuntu installation has expired](../../neuron2.x/gpg-expiration.html)
- 10 November 2022
- [en](../language/en.html)
- [pytorch](#) [dlami](dlami.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.
[_Read more ..._](../../neuron2.x/gpg-expiration.html)
---
## [Amazon SageMaker now supports Trn1 training jobs](../../neuron2.x/sm-training-trn1-introduce.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.
[_Read more ..._](../../neuron2.x/sm-training-trn1-introduce.html)
---
## [Introducing AWS Deep Learning AMI Neuron PyTorch](../../neuron2.x/dlami-pytorch-introduce.html)
- 02 November 2022
- [en](../language/en.html)
- [pytorch](#) [dlami](dlami.html)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (`torch-neuronx`) is now available, for more information see:
[_Read more ..._](../../neuron2.x/dlami-pytorch-introduce.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged pytorch — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged pytorch">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/pytorch", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/pytorch.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged pytorch
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="#">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="#">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="inf1.html">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-dlc-2.9.1.html">PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 April 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="sagemaker.html">sagemaker</a>
<a href="inf2.html">inf2</a>
<a href="#">pytorch</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-dlc-2.9.1.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/gpg-expiration.html">Neuron GPG key for Ubuntu installation has expired</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">pytorch</a>
<a href="dlami.html">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/gpg-expiration.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-trn1-introduce.html">Amazon SageMaker now supports Trn1 training jobs</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 03 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="sagemaker.html">sagemaker</a>
<a href="#">pytorch</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-trn1-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-pytorch-introduce.html">Introducing AWS Deep Learning AMI Neuron PyTorch</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">pytorch</a>
<a href="dlami.html">dlami</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) is now available, for more information see:</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-pytorch-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:31.401Z
|
Posts tagged inf1 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/inf1.html
|
# Posts tagged inf1 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged inf1 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged inf1">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/inf1", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/inf1.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged inf1
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.12.html">AWS Deep Learning AMIs now available with Neuron 2.12 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="#">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.12.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.12.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/dlami-neuron-2.10.html">AWS Deep Learning AMIs now available with Neuron 2.10 version</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 02 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="dlami.html">dlami</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
<a href="#">inf1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that the following Deep Learning AMIs are now available with latest Neuron Version 2.10. These DLAMIs now support
all the Neuron EC2 instances including Inf1, Inf2, Trn1/Trn1n.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/dlami-neuron-2.10.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:32.898Z
|
Posts tagged python37 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/python37.html
|
# Posts tagged python37 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Title underline too short.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged python37 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged python37">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/python37", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/python37.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged python37
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-python-3-7.html">Announcing end of support for Python 3.7</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-eol.html">announce-eol</a>
<a href="#">python37</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Title underline too short.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-python-3-7.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:34.524Z
|
Posts tagged neuron2.x — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/neuron2x.html
|
# Posts tagged neuron2.x — AWS Neuron Documentation
## [Introducing Neuron packaging and installation changes for Inf1 customers](../../neuron2.x/neuron250-packages-changes.html)
- 22 November 2022
- [en](../language/en.html)
- [neuron2.x](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with [Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew), Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:
[_Read more ..._](../../neuron2.x/neuron250-packages-changes.html)
---
## [Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)](../../neuron2.x/neuron2-intro.html)
- 10 October 2022
- [en](../language/en.html)
- [neuron2.x](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Neuron release 2.3 is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances. Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips.
[_Read more ..._](../../neuron2.x/neuron2-intro.html)
---
## [Introducing Packaging and installation changes](../../neuron2.x/neuron230-packages-changes.html)
- 10 October 2022
- [en](../language/en.html)
- [neuron2.x](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron introduces changes in Neuron packages and installation instructions.
[_Read more ..._](../../neuron2.x/neuron230-packages-changes.html)
---
## [Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support](../../neuron2.x/neuron-rtd-eol.html)
- 10 October 2022
- [en](../language/en.html)
- [eol](eol.html) [neuron2.x](#)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron components like Neuron System Tools and Neuron Driver will no longer support Neuron Runtime 1.x.
[_Read more ..._](../../neuron2.x/neuron-rtd-eol.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged neuron2.x — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged neuron2.x">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/neuron2x", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/neuron2x.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged neuron2.x
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron250-packages-changes.html">Introducing Neuron packaging and installation changes for Inf1 customers</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a>, Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron250-packages-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron2-intro.html">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><span class="xref std std-ref">Neuron release 2.3</span> is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances.
Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron2-intro.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron230-packages-changes.html">Introducing Packaging and installation changes</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron introduces changes in Neuron packages and installation instructions.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron230-packages-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron-rtd-eol.html">Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="eol.html">eol</a>
<a href="#">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron components like Neuron System Tools
and Neuron Driver will no longer support Neuron Runtime 1.x.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron-rtd-eol.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:34.692Z
|
Announcing end of support for tensorflow-neuron versions 2.5 and 2.6 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-5.html
|
# Announcing end of support for tensorflow-neuron versions 2.5 and 2.6 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Announcing end of support for `tensorflow-neuron` versions 2.5 and 2.6[#](#announcing-end-of-support-for-tensorflow-neuron-versions-2-5-and-2-6 "Permalink to this headline")
[Neuron release 2.5](../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.5 and 2.6. Future Neuron releases will not include `tensorflow-neuron` versions 2.5 and 2.6.
Current users of those versions are advised to migrate to latest `tensorflow-neuron` version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for tensorflow-neuron versions 2.5 and 2.6 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announce-eol-tf-before-2-5", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announce-eol-tf-before-2-5.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announce-eol-tf-before-2-5.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announce-eol-tf-before-2-5.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for tensorflow-neuron versions 2.5 and 2.6</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-tensorflow-neuron-versions-2-5-and-2-6">
<span id="announce-eol-tf-before-2-5"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6<a class="headerlink" href="#announcing-end-of-support-for-tensorflow-neuron-versions-2-5-and-2-6" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6.</p>
<p>Current users of those versions are advised to migrate to latest <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:34.888Z
|
Posts tagged announce-eol mxnet-neuron — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-mxnet-neuron.html
|
# Posts tagged announce-eol mxnet-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[Neuron release 2.10](../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew) will be the last release that will include `mxnet-neuron` versions 1.5. Future Neuron releases will not include `mxnet-neuron` versions 1.5
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-eol mxnet-neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-eol mxnet-neuron">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-eol-mxnet-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-eol-mxnet-neuron.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-eol mxnet-neuron
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-mx-before-1-5.html">Announcing end of support for mxnet-neuron versions 1.5</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 01 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol mxnet-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> versions 1.5</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-mx-before-1-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.017Z
|
Posts tagged announce-eol tensorflow-neuron — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-tensorflow-neuron.html
|
# Posts tagged announce-eol tensorflow-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[Neuron release 2.5](../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `tensorflow-neuron` versions 2.5 and 2.6. Future Neuron releases will not include `tensorflow-neuron` versions 2.5 and 2.6.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-eol tensorflow-neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-eol tensorflow-neuron">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-eol-tensorflow-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-eol-tensorflow-neuron.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-eol tensorflow-neuron
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-tf-before-2-7.html">Announcing end of support for tensorflow-neuron versions 2.7</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 01 May 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol tensorflow-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-10-0-whatsnew"><span class="std std-ref">Neuron release 2.10</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.7</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-tf-before-2-7.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-tf-before-2-5.html">Announcing end of support for tensorflow-neuron versions 2.5 and 2.6</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol tensorflow-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> versions 2.5 and 2.6.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-tf-before-2-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.148Z
|
Posts tagged sagemaker — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/sagemaker.html
|
# Posts tagged sagemaker — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged sagemaker — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged sagemaker">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/sagemaker", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
</head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/sagemaker.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged sagemaker
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-dlc-2.9.1.html">PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 26 April 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">sagemaker</a>
<a href="inf2.html">inf2</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-dlc-2.9.1.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/sm-training-trn1-introduce.html">Amazon SageMaker now supports Trn1 training jobs</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 03 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">sagemaker</a>
<a href="pytorch.html">pytorch</a>
<a href="trn1.html">trn1</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/sm-training-trn1-introduce.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.355Z
|
PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/sm-training-dlc-2.9.1.html
|
# PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker[#](#pytorch-1-13-deep-learning-container-for-inf2-trn1-trn1n-now-available-for-sagemaker "Permalink to this headline")
We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.
For more information see [Neuron Containers](https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers)
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/sm-training-dlc-2.9.1", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/sm-training-dlc-2.9.1.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/sm-training-dlc-2.9.1.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/sm-training-dlc-2.9.1.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="pytorch-1-13-deep-learning-container-for-inf2-trn1-trn1n-now-available-for-sagemaker">
<span id="announce-dlc-sm-neuron-2-9-1"></span><h1>PyTorch 1.13 Deep Learning Container for Inf2 & Trn1/Trn1n now available for SageMaker<a class="headerlink" href="#pytorch-1-13-deep-learning-container-for-inf2-trn1-trn1n-now-available-for-sagemaker" title="Permalink to this headline">#</a></h1>
<p>We are happy to announce that an updated Deep Learning Container that supports PyTorch 1.13 and Neuron 2.9.1 versions is now available for Sagemaker Training.</p>
<p>For more information see <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers">Neuron Containers</a></p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.487Z
|
Announcing end of support for torch-neuron versions 1.7 and 1.8 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-before-1-8.html
|
# Announcing end of support for torch-neuron versions 1.7 and 1.8 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Announcing end of support for `torch-neuron` versions 1.7 and 1.8[#](#announcing-end-of-support-for-torch-neuron-versions-1-7-and-1-8 "Permalink to this headline")
[Neuron release 2.5](../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew) will be the last release that will include `torch-neuron` versions 1.7 and 1.8. Future Neuron releases will not include `torch-neuron` versions 1.7 and 1.8.
Current users of those versions are advised to migrate to latest `torch-neuron` version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for torch-neuron versions 1.7 and 1.8 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announce-eol-pt-before-1-8", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><script type="text/javascript" src="/_/static/vendor/jquery.js"></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announce-eol-pt-before-1-8.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-before-1-8.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announce-eol-pt-before-1-8.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for torch-neuron versions 1.7 and 1.8</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-torch-neuron-versions-1-7-and-1-8">
<span id="announce-eol-pt-before-1-8"></span><h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8<a class="headerlink" href="#announcing-end-of-support-for-torch-neuron-versions-1-7-and-1-8" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8.</p>
<p>Current users of those versions are advised to migrate to latest <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.618Z
|
Introducing Neuron packaging and installation changes for Inf1 customers — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron250-packages-changes.html
|
# Introducing Neuron packaging and installation changes for Inf1 customers — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Introducing Neuron packaging and installation changes for Inf1 customers[#](#introducing-neuron-packaging-and-installation-changes-for-inf1-customers "Permalink to this headline")
Starting with [Neuron release 2.5](../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew), Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:
Neuron package with changed names for Inf1[#](#id1 "Permalink to this table")
|
New name
|
Old name (deprecated package)
|
Package Type
|
Description
|
Supported Instances
|
| --- | --- | --- | --- | --- |
|
`aws-neuronx-tools`
|
`aws-neuron-tools`
|
.deb (apt), .rpm (yum)
|
System Tools
|
Trn1, Inf1
|
|
`aws-neuronx-dkms`
|
`aws-neuron-dkms`
|
.deb (apt), .rpm (yum)
|
Neuron Driver
|
Trn1, Inf1
|
|
`aws-neuronx-k8-plugin`
|
`aws-neuron-k8-plugin`
|
.deb (apt), .rpm (yum)
|
Neuron Kubernetes plugin
|
Trn1, Inf1
|
|
`aws-neuronx-k8-scheduler`
|
`aws-neuron-k8-scheduler`
|
.deb (apt), .rpm (yum)
|
Neuron Scheduler plugin
|
Trn1, Inf1
|
|
`tensorflow-model-server-neuronx`
|
`tensorflow-model-server-neuron`
|
.deb (apt), .rpm (yum)
|
tensorflow-model-server
|
Trn1, Inf1
|
Please follow the [Neuron setup guide](../../setup/index.html#setup-guide-index) to update to latest Neuron releases.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Introducing Neuron packaging and installation changes for Inf1 customers — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/neuron250-packages-changes", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/neuron250-packages-changes.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/neuron250-packages-changes.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/neuron250-packages-changes.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Introducing Neuron packaging and installation changes for Inf1 customers</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="introducing-neuron-packaging-and-installation-changes-for-inf1-customers">
<span id="neuron250-packages-changes"></span><h1>Introducing Neuron packaging and installation changes for Inf1 customers<a class="headerlink" href="#introducing-neuron-packaging-and-installation-changes-for-inf1-customers" title="Permalink to this headline">#</a></h1>
<p>Starting with <a class="reference internal" href="../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a>, Neuron introduces changes in Neuron packages and installation instructions for Inf1, the following Neuron packages will change names:</p>
<table class="colwidths-auto table-smaller-font-size table" id="id1">
<caption><span class="caption-text">Neuron package with changed names for Inf1</span><a class="headerlink" href="#id1" title="Permalink to this table">#</a></caption>
<thead>
<tr class="row-odd"><th class="head"><p>New name</p></th>
<th class="head"><p>Old name (deprecated package)</p></th>
<th class="head"><p>Package Type</p></th>
<th class="head"><p>Description</p></th>
<th class="head"><p>Supported Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-tools</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>System Tools</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Driver</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-k8-plugin</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Kubernetes plugin</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-k8-scheduler</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Scheduler plugin</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuron</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>tensorflow-model-server</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
</tbody>
</table>
<p>Please follow the <a class="reference internal" href="../../setup/index.html#setup-guide-index"><span class="std std-ref">Neuron setup guide</span></a> to update to latest Neuron releases.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.734Z
|
Posts tagged announce-eol torch-neuron — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announce-eol-torch-neuron.html
|
# Posts tagged announce-eol torch-neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.19.0_ release, _torch-neuron version 1.5_ will no longer be supported. Last release of _torch-neuron version 1.5_ will be issued as part of _Neuron 1.18.0_ release. Current users of those versions are advised to migrate to latest _torch-neuron_ version.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announce-eol torch-neuron — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announce-eol torch-neuron">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announce-eol-torch-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announce-eol-torch-neuron.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announce-eol torch-neuron
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-pt-before-1-8.html">Announcing end of support for torch-neuron versions 1.7 and 1.8</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 22 November 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-5-0-whatsnew"><span class="std std-ref">Neuron release 2.5</span></a> will be the last release that will include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8. Future Neuron releases will not include <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> versions 1.7 and 1.8.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-pt-before-1-8.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announce-eol-pt-1-5.html">Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announce-eol torch-neuron</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron version 1.5</em> will no longer be supported. Last release of <em>torch-neuron version 1.5</em> will be issued
as part of <em>Neuron 1.18.0</em> release. Current users of those versions are advised to migrate to latest <em>torch-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announce-eol-pt-1-5.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:35.811Z
|
Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/gpg-expiration.html
|
# Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation
## Neuron GPG key for Ubuntu installation has expired[#](#neuron-gpg-key-for-ubuntu-installation-has-expired "Permalink to this headline")
GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.
The GPG key for the Neuron repository ([https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB](https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB)) is installed on the Ubuntu (Canonical) server, the key was uploaded originally with an expiry date of three (3) years, which has expired on 11/10/22.
Please see [How to update Neuron repository GNU Privacy Guard (GPG) key for Ubuntu installation](../../setup/setup-troubleshooting.html#gpg-key-update) for instructions how to update the Neuron repository GPG keys.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron GPG key for Ubuntu installation has expired — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/gpg-expiration", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/gpg-expiration.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/gpg-expiration.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/gpg-expiration.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Neuron GPG key for Ubuntu installation has expired</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuron-gpg-key-for-ubuntu-installation-has-expired">
<span id="announce-dlami-neuron-pytorch"></span><h1>Neuron GPG key for Ubuntu installation has expired<a class="headerlink" href="#neuron-gpg-key-for-ubuntu-installation-has-expired" title="Permalink to this headline">#</a></h1>
<p>GPG, or GNU Privacy Guard, is a public key cryptography implementation. This allows for the secure transmission of information between parties and can be used to verify that the origin of a message is genuine.</p>
<p>The GPG key for the Neuron repository (<a class="reference external" href="https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB">https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB</a>) is installed on the Ubuntu (Canonical) server, the key was uploaded originally with an expiry date of three (3) years, which has expired on 11/10/22.</p>
<p>Please see <a class="reference internal" href="../../setup/setup-troubleshooting.html#gpg-key-update"><span class="std std-ref">How to update Neuron repository GNU Privacy Guard (GPG) key for Ubuntu installation</span></a> for instructions how to update the Neuron repository GPG keys.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:36.108Z
|
Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/sm-training-trn1-introduce.html
|
# Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## Amazon SageMaker now supports Trn1 training jobs[#](#amazon-sagemaker-now-supports-trn1-training-jobs "Permalink to this headline")
We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.
For more information see [Distributed Training with PyTorch Neuron on Trn1 instances](https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances)
The Neuron Developer Flows section will be updated soon.
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Amazon SageMaker now supports Trn1 training jobs — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/sm-training-trn1-introduce", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/sm-training-trn1-introduce.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/sm-training-trn1-introduce.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/sm-training-trn1-introduce.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Amazon SageMaker now supports Trn1 training jobs</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="amazon-sagemaker-now-supports-trn1-training-jobs">
<span id="announce-dlami-neuron-pytorch"></span><h1>Amazon SageMaker now supports Trn1 training jobs<a class="headerlink" href="#amazon-sagemaker-now-supports-trn1-training-jobs" title="Permalink to this headline">#</a></h1>
<p>We are happy to announce that Amazon SageMaker now supports running training jobs on ml.trn1 instance types.</p>
<p>For more information see <a class="reference external" href="https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances">Distributed Training with PyTorch Neuron on Trn1 instances</a></p>
<p>The Neuron Developer Flows section will be updated soon.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:36.371Z
|
Posts tagged ubuntu18 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/ubuntu18.html
|
# Posts tagged ubuntu18 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
[Neuron release 2.12](../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew) will be the last release that will include support for `Ubuntu 18` . Future Neuron releases will not include support for `Ubuntu 18`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged ubuntu18 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged ubuntu18">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/ubuntu18", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index/tag/ubuntu18.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/ubuntu18.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/index/tag/ubuntu18.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/index/tag/ubuntu18.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/index/tag/ubuntu18.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/index/tag/ubuntu18.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/index/tag/ubuntu18.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/index/tag/ubuntu18.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/index/tag/ubuntu18.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/index/tag/ubuntu18.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/index/tag/ubuntu18.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/index/tag/ubuntu18.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/index/tag/ubuntu18.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/index/tag/ubuntu18.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/index/tag/ubuntu18.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/index/tag/ubuntu18.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/index/tag/ubuntu18.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/index/tag/ubuntu18.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/index/tag/ubuntu18.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/index/tag/ubuntu18.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/index/tag/ubuntu18.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/index/tag/ubuntu18.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/index/tag/ubuntu18.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/index/tag/ubuntu18.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/index/tag/ubuntu18.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/index/tag/ubuntu18.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/index/tag/ubuntu18.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/index/tag/ubuntu18.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/index/tag/ubuntu18.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/index/tag/ubuntu18.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/index/tag/ubuntu18.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/ubuntu18.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged ubuntu18
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/announce-eol-ubuntu-18.html">Announcing end of support for Ubuntu 18</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 13 July 2023
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="announce-eol.html">announce-eol</a>
<a href="#">ubuntu18</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p><a class="reference internal" href="../../../../release-notes/prev/rn.html#neuron-2-12-0-whatsnew"><span class="std std-ref">Neuron release 2.12</span></a> will be the last release that will include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code> . Future Neuron releases will not include support for <code class="docutils literal notranslate"><span class="pre">Ubuntu</span> <span class="pre">18</span></code></p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/announce-eol-ubuntu-18.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:36.522Z
|
End of support for torch-neuron version 1.5 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-pt-15.html
|
# End of support for torch-neuron version 1.5 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## End of support for torch-neuron version 1.5[#](#end-of-support-for-torch-neuron-version-1-5 "Permalink to this headline")
Starting with _Neuron 1.19.0_ release, _torch-neuron 1.5_ will no longer be supported, and no further releases of _torch-neuron version 1.5_ will be issued. Current users of torch-neuron version 1.5 are advised to migrate to latest _torch-neuron_ version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>End of support for torch-neuron version 1.5 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/eol-pt-15", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/eol-pt-15.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/eol-pt-15.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/eol-pt-15.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>End of support for torch-neuron version 1.5</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="end-of-support-for-torch-neuron-version-1-5">
<span id="eol-pt-15"></span><h1>End of support for torch-neuron version 1.5<a class="headerlink" href="#end-of-support-for-torch-neuron-version-1-5" title="Permalink to this headline">#</a></h1>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron 1.5</em> will no longer be supported, and
no further releases of <em>torch-neuron version 1.5</em> will be issued. Current users of torch-neuron version 1.5 are advised to migrate to
latest <em>torch-neuron</em> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:36.586Z
|
Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/dlami-pytorch-introduce.html
|
# Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation
## Introducing AWS Deep Learning AMI Neuron PyTorch[#](#introducing-aws-deep-learning-ami-neuron-pytorch "Permalink to this headline")
We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (`torch-neuronx`) is now available, for more information see:
- [AWS Deep Learning AMI Neuron PyTorch 1.11 (Amazon Linux 2)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-11-amazon-linux-2/)
- [AWS Deep Learning AMI Neuron PyTorch 1.11 (Ubuntu 20.04)](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-11-ubuntu-20-04/)
The Neuron Setup Guide will be updated soon to include the DLAMI PyTorch Neuron.
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Introducing AWS Deep Learning AMI Neuron PyTorch — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/dlami-pytorch-introduce", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/dlami-pytorch-introduce.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/dlami-pytorch-introduce.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/dlami-pytorch-introduce.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Introducing AWS Deep Learning AMI Neuron PyTorch</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="introducing-aws-deep-learning-ami-neuron-pytorch">
<span id="announce-dlami-neuron-pytorch"></span><h1>Introducing AWS Deep Learning AMI Neuron PyTorch<a class="headerlink" href="#introducing-aws-deep-learning-ami-neuron-pytorch" title="Permalink to this headline">#</a></h1>
<p>We are happy to announce that Deep Learning AMI (DLAMI) with pre-installed PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) is now available, for more information see:</p>
<ul class="simple">
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-11-amazon-linux-2/">AWS Deep Learning AMI Neuron PyTorch 1.11 (Amazon Linux 2)</a></p></li>
<li><p><a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-11-ubuntu-20-04/">AWS Deep Learning AMI Neuron PyTorch 1.11 (Ubuntu 20.04)</a></p></li>
</ul>
<p>The Neuron Setup Guide will be updated soon to include the DLAMI PyTorch Neuron.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:36.860Z
|
Introducing Packaging and installation changes — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron230-packages-changes.html
|
# Introducing Packaging and installation changes — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Introducing Packaging and installation changes[#](#introducing-packaging-and-installation-changes "Permalink to this headline")
Starting with Neuron release 2.3, Neuron introduces changes in Neuron packages and installation instructions.
Table of contents
- [New Neuron packages](#new-neuron-packages)
- [Why are we introducing new Neuron packages?](#why-are-we-introducing-new-neuron-packages)
- [Renamed Neuron Packages](#renamed-neuron-packages)
- [Why are we changing package names?](#why-are-we-changing-package-names)
- [Updated installation and update instructions](#updated-installation-and-update-instructions)
- [Why are we changing installation and update instructions?](#why-are-we-changing-installation-and-update-instructions)
- [What do I need to do?](#what-do-i-need-to-do)
## [New Neuron packages](#id4)[#](#new-neuron-packages "Permalink to this headline")
Starting with Neuron release 2.3, Neuron introduces the following new packages:
New Neuron packages[#](#id2 "Permalink to this table")
|
New Package
|
Package Type
|
Description
|
Supported Instances
(At the time of releasing Neuron release 2.3)
|
| --- | --- | --- | --- |
|
`torch-neuronx`
|
.whl (pip)
|
PyTorch Neuron package using [PyTorch XLA](https://pytorch.org/xla)
|
Trn1
|
|
`neuronx-cc`
|
.whl (pip)
|
Neuron Compiler with XLA front-end
|
Trn1
|
|
`aws-neuronx-runtime-lib`
|
.deb (apt), .rpm (yum)
|
Neuron Runtime library
|
Trn1
|
|
`aws-neuronx-collective`
|
.deb (apt), .rpm (yum)
|
Collective Communication library
|
Trn1
|
|
`aws-neuronx-tools`
|
.deb (apt), .rpm (yum)
|
Neuron System Tools
|
Trn1
|
Note
In next releases `aws-neuronx-tools` and `aws-neuronx-runtime-lib` will add support for Inf1.
### [Why are we introducing new Neuron packages?](#id5)[#](#why-are-we-introducing-new-neuron-packages "Permalink to this headline")
To add Neuron support for training neural-networks, Neuron 2.x introduces new capabilities and major architectural updates. For example, Neuron adds support for Collective Communication Operations, in [new packages](#neuron-new-packages) such as `aws-neuron-collective`.
In addition, some of those updates and new capabilities are not backward compatible, for example the Pytorch Neuron package that adds support for training neural-networks uses [PyTorch XLA](https://pytorch.org/xla) as a backend. To reduce the possibility of customers using features that are not backward compatible, the new capabilities are introduced in new Neuron packages. For example, PyTorch Neuron and Neuron Compiler will support different packages for Inf1 and for Trn1: `torch-neuron` and `neuron-cc` will support Inf1 instances, and `torch-neuronx` and `neuronx-cc` will support Trn1 instances.
## [Renamed Neuron Packages](#id6)[#](#renamed-neuron-packages "Permalink to this headline")
Starting with Neuron release 2.3, the following Neuron packages will change names:
Neuron package with changed names[#](#id3 "Permalink to this table")
|
New name
|
Old name (deprecated package)
|
Package Type
|
Description
|
Supported Instances
|
| --- | --- | --- | --- | --- |
|
`aws-neuronx-oci-hooks`
|
`aws-neuron-runtime-base`
|
.deb (apt), .rpm (yum)
|
OCI Hooks support
|
Trn1, Inf1
|
|
`aws-neuronx-dkms`
|
`aws-neuron-dkms`
|
.deb (apt), .rpm (yum)
|
Neuron Driver
|
Trn1, Inf1
|
|
`aws-neuronx-k8-plugin`
|
`aws-neuron-k8-plugin`
|
.deb (apt), .rpm (yum)
|
Neuron Kubernetes plugin
|
Trn1, Inf1
|
|
`aws-neuronx-k8-scheduler`
|
`aws-neuron-k8-scheduler`
|
.deb (apt), .rpm (yum)
|
Neuron Scheduler plugin
|
Trn1, Inf1
|
### [Why are we changing package names?](#id7)[#](#why-are-we-changing-package-names "Permalink to this headline")
To avoid situations where customers may accidentally install Neuron packages with features that are not backward compatible, we have introduced additional packages with different names for the same Neuron component.
## [Updated installation and update instructions](#id8)[#](#updated-installation-and-update-instructions "Permalink to this headline")
Starting with Neuron release 2.3, Neuron installation and update instructions will include pinning of the major version of the Neuron package. For example, to install latest Neuron tools package, call `sudo apt-get install aws-neuronx-tools=2.*` and to install latest PyTorch Neuron package for Trn1, call `pip install torch-neuronx==1.11.0.1.*`.
### [Why are we changing installation and update instructions?](#id9)[#](#why-are-we-changing-installation-and-update-instructions "Permalink to this headline")
The Neuron installation and update instructions now guide customers to pin the major version of the different Neuron packages as mentioned in [Updated installation and update instructions](#neuron-installation-instruction-change). This is done to future-proof instructions for new, backwards-incompatible major version releases.
Note
The change of the installation and update instructions will not include instruction to install or update `torch-neuron` and `neuron-cc`.
### [What do I need to do?](#id10)[#](#what-do-i-need-to-do "Permalink to this headline")
Please follow the [Neuron setup guide](../../setup/index.html#setup-guide-index) to update to latest Neuron releases.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Introducing Packaging and installation changes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/neuron230-packages-changes", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/neuron230-packages-changes.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/neuron230-packages-changes.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/neuron230-packages-changes.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-neuron-packages">
New Neuron packages
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-introducing-new-neuron-packages">
Why are we introducing new Neuron packages?
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#renamed-neuron-packages">
Renamed Neuron Packages
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-changing-package-names">
Why are we changing package names?
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#updated-installation-and-update-instructions">
Updated installation and update instructions
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-changing-installation-and-update-instructions">
Why are we changing installation and update instructions?
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-do-i-need-to-do">
What do I need to do?
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Introducing Packaging and installation changes</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-neuron-packages">
New Neuron packages
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-introducing-new-neuron-packages">
Why are we introducing new Neuron packages?
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#renamed-neuron-packages">
Renamed Neuron Packages
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-changing-package-names">
Why are we changing package names?
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#updated-installation-and-update-instructions">
Updated installation and update instructions
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-changing-installation-and-update-instructions">
Why are we changing installation and update instructions?
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-do-i-need-to-do">
What do I need to do?
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="introducing-packaging-and-installation-changes">
<span id="neuron-packages-changes"></span><h1>Introducing Packaging and installation changes<a class="headerlink" href="#introducing-packaging-and-installation-changes" title="Permalink to this headline">#</a></h1>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron introduces changes in Neuron packages and installation instructions.</p>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#new-neuron-packages" id="id4">New Neuron packages</a></p>
<ul>
<li><p><a class="reference internal" href="#why-are-we-introducing-new-neuron-packages" id="id5">Why are we introducing new Neuron packages?</a></p></li>
</ul>
</li>
<li><p><a class="reference internal" href="#renamed-neuron-packages" id="id6">Renamed Neuron Packages</a></p>
<ul>
<li><p><a class="reference internal" href="#why-are-we-changing-package-names" id="id7">Why are we changing package names?</a></p></li>
</ul>
</li>
<li><p><a class="reference internal" href="#updated-installation-and-update-instructions" id="id8">Updated installation and update instructions</a></p>
<ul>
<li><p><a class="reference internal" href="#why-are-we-changing-installation-and-update-instructions" id="id9">Why are we changing installation and update instructions?</a></p></li>
<li><p><a class="reference internal" href="#what-do-i-need-to-do" id="id10">What do I need to do?</a></p></li>
</ul>
</li>
</ul>
</div>
<div class="section" id="new-neuron-packages">
<span id="neuron-new-packages"></span><h2><a class="toc-backref" href="#id4">New Neuron packages</a><a class="headerlink" href="#new-neuron-packages" title="Permalink to this headline">#</a></h2>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron introduces the following new packages:</p>
<table class="colwidths-auto table-smaller-font-size table" id="id2">
<caption><span class="caption-text">New Neuron packages</span><a class="headerlink" href="#id2" title="Permalink to this table">#</a></caption>
<thead>
<tr class="row-odd"><th class="head"><p>New Package</p></th>
<th class="head"><p>Package Type</p></th>
<th class="head"><p>Description</p></th>
<th class="head"><p>Supported Instances</p>
<p>(At the time of releasing <span class="xref std std-ref">Neuron release 2.3</span>)</p>
</th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></p></td>
<td><p>.whl (pip)</p></td>
<td><p>PyTorch Neuron package using <a class="reference external" href="https://pytorch.org/xla">PyTorch XLA</a></p></td>
<td><p>Trn1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">neuronx-cc</span></code></p></td>
<td><p>.whl (pip)</p></td>
<td><p>Neuron Compiler with XLA front-end</p></td>
<td><p>Trn1</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Runtime library</p></td>
<td><p>Trn1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-collective</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Collective Communication library</p></td>
<td><p>Trn1</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron System Tools</p></td>
<td><p>Trn1</p></td>
</tr>
</tbody>
</table>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>In next releases <code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools</span></code> and <code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib</span></code> will add support for Inf1.</p>
</div>
<div class="section" id="why-are-we-introducing-new-neuron-packages">
<h3><a class="toc-backref" href="#id5">Why are we introducing new Neuron packages?</a><a class="headerlink" href="#why-are-we-introducing-new-neuron-packages" title="Permalink to this headline">#</a></h3>
<p>To add Neuron support for training neural-networks, Neuron 2.x introduces new capabilities and major architectural updates. For example, Neuron adds support for Collective Communication Operations, in <a class="reference internal" href="#neuron-new-packages"><span class="std std-ref">new packages</span></a> such as <code class="docutils literal notranslate"><span class="pre">aws-neuron-collective</span></code>.</p>
<p>In addition, some of those updates and new capabilities are not backward compatible, for example the Pytorch Neuron package that adds support for training neural-networks uses <a class="reference external" href="https://pytorch.org/xla">PyTorch XLA</a> as a backend. To reduce the possibility of customers using features that are not backward compatible, the new capabilities are introduced in new Neuron packages. For example, PyTorch Neuron and Neuron Compiler will support different packages for Inf1 and for Trn1: <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-cc</span></code> will support Inf1 instances, and <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> and <code class="docutils literal notranslate"><span class="pre">neuronx-cc</span></code> will support Trn1 instances.</p>
</div>
</div>
<div class="section" id="renamed-neuron-packages">
<span id="neuron-packages-renaming"></span><h2><a class="toc-backref" href="#id6">Renamed Neuron Packages</a><a class="headerlink" href="#renamed-neuron-packages" title="Permalink to this headline">#</a></h2>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, the following Neuron packages will change names:</p>
<table class="colwidths-auto table-smaller-font-size table" id="id3">
<caption><span class="caption-text">Neuron package with changed names</span><a class="headerlink" href="#id3" title="Permalink to this table">#</a></caption>
<thead>
<tr class="row-odd"><th class="head"><p>New name</p></th>
<th class="head"><p>Old name (deprecated package)</p></th>
<th class="head"><p>Package Type</p></th>
<th class="head"><p>Description</p></th>
<th class="head"><p>Supported Instances</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-oci-hooks</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime-base</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>OCI Hooks support</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Driver</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-k8-plugin</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Kubernetes plugin</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler</span></code></p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">aws-neuron-k8-scheduler</span></code></p></td>
<td><p>.deb (apt), .rpm (yum)</p></td>
<td><p>Neuron Scheduler plugin</p></td>
<td><p>Trn1, Inf1</p></td>
</tr>
</tbody>
</table>
<div class="section" id="why-are-we-changing-package-names">
<h3><a class="toc-backref" href="#id7">Why are we changing package names?</a><a class="headerlink" href="#why-are-we-changing-package-names" title="Permalink to this headline">#</a></h3>
<p>To avoid situations where customers may accidentally install Neuron packages with features that are not backward compatible, we have introduced additional packages with different names for the same Neuron component.</p>
</div>
</div>
<div class="section" id="updated-installation-and-update-instructions">
<span id="neuron-installation-instruction-change"></span><h2><a class="toc-backref" href="#id8">Updated installation and update instructions</a><a class="headerlink" href="#updated-installation-and-update-instructions" title="Permalink to this headline">#</a></h2>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron installation and update instructions will include pinning of the major version of the Neuron package. For example, to install latest Neuron tools package, call <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt-get</span> <span class="pre">install</span> <span class="pre">aws-neuronx-tools=2.*</span></code> and to install latest PyTorch Neuron package for Trn1, call <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">torch-neuronx==1.11.0.1.*</span></code>.</p>
<div class="section" id="why-are-we-changing-installation-and-update-instructions">
<h3><a class="toc-backref" href="#id9">Why are we changing installation and update instructions?</a><a class="headerlink" href="#why-are-we-changing-installation-and-update-instructions" title="Permalink to this headline">#</a></h3>
<p>The Neuron installation and update instructions now guide customers to pin the major version of the different Neuron packages as mentioned in <a class="reference internal" href="#neuron-installation-instruction-change"><span class="std std-ref">Updated installation and update instructions</span></a>. This is done to future-proof instructions for new, backwards-incompatible major version releases.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>The change of the installation and update instructions will not include instruction to install or update <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-cc</span></code>.</p>
</div>
</div>
<div class="section" id="what-do-i-need-to-do">
<h3><a class="toc-backref" href="#id10">What do I need to do?</a><a class="headerlink" href="#what-do-i-need-to-do" title="Permalink to this headline">#</a></h3>
<p>Please follow the <a class="reference internal" href="../../setup/index.html#setup-guide-index"><span class="std std-ref">Neuron setup guide</span></a> to update to latest Neuron releases.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.033Z
|
Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron-rtd-eol.html
|
# Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Announcing Neuron Runtime 1.x (`neuron-rtd`) end-of-support[#](#announcing-neuron-runtime-1-x-neuron-rtd-end-of-support "Permalink to this headline")
Starting with Neuron release 2.3, Neuron components like Neuron System Tools and Neuron Driver will no longer support Neuron Runtime 1.x.
In addition, starting with Neuron release 2.3, the [AWS Neuron Runtime Proto GitHub](https://github.com/aws-neuron/aws-neuron-runtime-proto) and [AWS Neuron Driver GitHub](https://github.com/aws-neuron/aws-neuron-driver) repositories will no longer be supported.
## Why are we removing support for Neuron Runtime 1.x?[#](#why-are-we-removing-support-for-neuron-runtime-1-x "Permalink to this headline")
Neuron Runtime 1.x (`neuron-rtd`) entered [maintenance mode](../neuron1.x/announcements.html#maintenance-rtd) when Neuron 1.16.0 was released. While Neuron components like Neuron Driver and Neuron System Tools continued to support Neuron Runtime 1.x in addition to supporting Neuron Runtime 2.x, Neuron supported frameworks (e.g. PyTorch Neuron, TensorFlow Neuron, and MXNet Neuron) stopped supporting Neuron Runtime 1.x starting with Neuron 1.16.0. For detailed information see [Introducing Neuron Runtime 2.x (libnrt.so)](../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt).
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/neuron-rtd-eol", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
</head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/neuron-rtd-eol.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/neuron-rtd-eol.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron2.x/neuron-rtd-eol.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-removing-support-for-neuron-runtime-1-x">
Why are we removing support for Neuron Runtime 1.x?
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#why-are-we-removing-support-for-neuron-runtime-1-x">
Why are we removing support for Neuron Runtime 1.x?
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="announcing-neuron-runtime-1-x-neuron-rtd-end-of-support">
<span id="announce-neuron-rtd-eol"></span><h1>Announcing Neuron Runtime 1.x (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) end-of-support<a class="headerlink" href="#announcing-neuron-runtime-1-x-neuron-rtd-end-of-support" title="Permalink to this headline">#</a></h1>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron components like Neuron System Tools
and Neuron Driver will no longer support Neuron Runtime 1.x.</p>
<p>In addition, starting with <span class="xref std std-ref">Neuron release 2.3</span>, the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-runtime-proto">AWS Neuron Runtime Proto GitHub</a> and <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-driver">AWS Neuron Driver GitHub</a> repositories will no longer be supported.</p>
<div class="section" id="why-are-we-removing-support-for-neuron-runtime-1-x">
<h2>Why are we removing support for Neuron Runtime 1.x?<a class="headerlink" href="#why-are-we-removing-support-for-neuron-runtime-1-x" title="Permalink to this headline">#</a></h2>
<p>Neuron Runtime 1.x (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) entered <a class="reference internal" href="../neuron1.x/announcements.html#maintenance-rtd"><span class="std std-ref">maintenance mode</span></a> when Neuron 1.16.0
was released. While Neuron components like Neuron Driver and Neuron System Tools continued to support
Neuron Runtime 1.x in addition to supporting Neuron Runtime 2.x, Neuron supported frameworks (e.g. PyTorch Neuron,
TensorFlow Neuron, and MXNet Neuron) stopped supporting Neuron Runtime 1.x starting with Neuron 1.16.0.
For detailed information see <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a>.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.106Z
|
Posts tagged github — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/github.html
|
# Posts tagged github — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron Github repositories will be migrated to the new [AWS Neuron GitHub Organization](https://github.com/aws-neuron).
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged github — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged github">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/github", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/github.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged github
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/github-changes.html">Introducing New Neuron GitHub Repositories</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">github</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron Github repositories will be migrated
to the new <a class="reference external" href="https://github.com/aws-neuron">AWS Neuron GitHub Organization</a>.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/github-changes.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.283Z
|
End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-tf-21-24.html
|
# End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4[#](#end-of-support-for-tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4 "Permalink to this headline")
Starting with _Neuron 1.18.0_ release, _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will no longer be supported, and no further releases of _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will be issued. Current users of those versions are advised to migrate to latest _tensorflow-neuron_ version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/eol-tf-21-24", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><script type="text/javascript" src="/_/static/vendor/jquery.js"></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/eol-tf-21-24.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/eol-tf-21-24.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/eol-tf-21-24.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="end-of-support-for-tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4">
<span id="eol-tf-21-24"></span><h1>End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4<a class="headerlink" href="#end-of-support-for-tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4" title="Permalink to this headline">#</a></h1>
<p>Starting with <em>Neuron 1.18.0</em> release, <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will no longer be supported, and
no further releases of <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will be issued. Current users of those versions are advised to migrate to
latest <em>tensorflow-neuron</em> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.406Z
|
Posts tagged eol — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/eol.html
|
# Posts tagged eol — AWS Neuron Documentation
## [Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support](../../neuron2.x/neuron-rtd-eol.html)
- 10 October 2022
- [en](../language/en.html)
- [eol](#) [neuron2.x](neuron2x.html)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
Starting with Neuron release 2.3, Neuron components like Neuron System Tools and Neuron Driver will no longer support Neuron Runtime 1.x.
[_Read more ..._](../../neuron2.x/neuron-rtd-eol.html)
---
## [End of support for torch-neuron version 1.5](../../neuron1.x/eol-pt-15.html)
- 29 April 2022
- [en](../language/en.html)
- [eol](#)
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.19.0_ release, _torch-neuron 1.5_ will no longer be supported, and no further releases of _torch-neuron version 1.5_ will be issued. Current users of torch-neuron version 1.5 are advised to migrate to latest _torch-neuron_ version.
[_Read more ..._](../../neuron1.x/eol-pt-15.html)
---
## [End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4](../../neuron1.x/eol-tf-21-24.html)
- 25 March 2022
- [en](../language/en.html)
- [eol](#)
_This document is relevant for_: `Inf1`
Starting with _Neuron 1.18.0_ release, _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will no longer be supported, and no further releases of _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will be issued. Current users of those versions are advised to migrate to latest _tensorflow-neuron_ version.
[_Read more ..._](../../neuron1.x/eol-tf-21-24.html)
---
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged eol — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged eol">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/eol", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/eol.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged eol
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron2.x/neuron-rtd-eol.html">Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 10 October 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tags"></i> </span>
<a href="#">eol</a>
<a href="neuron2x.html">neuron2.x</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, Neuron components like Neuron System Tools
and Neuron Driver will no longer support Neuron Runtime 1.x.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron2.x/neuron-rtd-eol.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-pt-15.html">End of support for torch-neuron version 1.5</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 29 April 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron 1.5</em> will no longer be supported, and
no further releases of <em>torch-neuron version 1.5</em> will be issued. Current users of torch-neuron version 1.5 are advised to migrate to
latest <em>torch-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-pt-15.html"><em>Read more ...</em></a></p>
<hr>
</div>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/eol-tf-21-24.html">End of support for tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 25 March 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">eol</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p>Starting with <em>Neuron 1.18.0</em> release, <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will no longer be supported, and
no further releases of <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will be issued. Current users of those versions are advised to migrate to
latest <em>tensorflow-neuron</em> version.</p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/eol-tf-21-24.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.487Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/index.rst.txt
|
```
.. _neuron-whatsnew:
What's New
==========
.. contents:: Table of contents
:local:
:depth: 1
.. _latest-neuron-release:
.. _neuron-2.14.0-whatsnew:
Neuron 2.14.1 (09/26/2023)
--------------------------
This is a patch release that fixes compiler issues in certain configurations of ``Llama`` and ``Llama-2`` model inference using ``transformers-neuronx``.
.. note::
There is still a known compiler issue for inference of some configurations of ``Llama`` and ``Llama-2`` models that will be addressed in future Neuron release.
Customers are advised to use ``--optlevel 1 (or -O1)`` compiler flag to mitigate this known compiler issue.
See :ref:`neuron-compiler-cli-reference-guide` on the usage of ``--optlevel 1`` compiler flag. Please see more on the compiler fix and known issues in :ref:`neuronx-cc-rn` and :ref:`transformers-neuronx-rn`
Neuron 2.14.0 (09/15/2023)
--------------------------
.. contents:: Table of contents
:local:
:depth: 3
What's New
^^^^^^^^^^
This release introduces support for ``Llama-2-7B`` model training and ``T5-3B`` model inference using ``neuronx-distributed``. It also adds support for ``Llama-2-13B`` model training using ``neuronx-nemo-megatron``. Neuron 2.14 also adds support for ``Stable Diffusion XL(Refiner and Base)`` model inference using ``torch-neuronx`` . This release also introduces other new features, performance optimizations, minor enhancements and bug fixes.
This release introduces the following:
.. note::
This release deprecates ``--model-type=transformer-inference`` compiler flag. Users are highly encouraged to migrate to the ``--model-type=transformer`` compiler flag.
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - What's New
- Details
- Instances
* - AWS Neuron Reference for Nemo Megatron library (``neuronx-nemo-megatron``)
- * ``Llama-2-13B`` model training support ( `tutorial <https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md>`_ )
* ZeRO-1 Optimizer support that works with tensor parallelism and pipeline parallelism
* See more at :ref:`neuronx-nemo-rn` and `neuronx-nemo-megatron github repo <https://github.com/aws-neuron/neuronx-nemo-megatron>`_
- Trn1/Trn1n
* - Neuron Distributed (neuronx-distributed) for Training
- * ``pad_model`` API to pad attention heads that do not divide by the number of NeuronCores, this will allow users to use any supported tensor-parallel degree. See :ref:`api_guide`
* ``Llama-2-7B`` model training support (`sample script <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain>`_) (:ref:`tutorial <llama2_7b_tp_zero1_tutorial>`)
* See more at :ref:`neuronx-distributed-rn` and :ref:`api_guide`
- Trn1/Trn1n
* - Neuron Distributed (neuronx-distributed) for Inference
- * ``T5-3B`` model inference support (:pytorch-neuron-src:`tutorial <neuronx_distributed/t5-inference/t5-inference-tutorial.ipynb>`)
* ``pad_model`` API to pad attention heads that do not divide by the number of NeuronCores, this will allow users to use any supported tensor-parallel degree. See :ref:`api_guide`
* See more at :ref:`neuronx-distributed-rn` and :ref:`api_guide`
- Inf2,Trn1/Trn1n
* - Transformers Neuron (transformers-neuronx) for Inference
- * Introducing ``--model-type=transformer`` compiler flag that deprecates ``--model-type=transformer-inference`` compiler flag.
* See more at :ref:`transformers-neuronx-rn`
- Inf2, Trn1/Trn1n
* - PyTorch Neuron (torch-neuronx)
- * Performance optimizations in ``torch_neuronx.analyze`` API. See :ref:`torch_neuronx_analyze_api`
* ``Stable Diffusion XL(Refiner and Base)`` model inference support ( `sample script <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_base_and_refiner_1024_inference.ipynb>`_)
- Trn1/Trn1n,Inf2
* - Neuron Compiler (neuronx-cc)
- * New ``--optlevel``(or ``-O``) compiler option that enables different optimizations with tradeoff between faster model compile time and faster model execution. See more at :ref:`neuron-compiler-cli-reference-guide`
* See more at :ref:`neuronx-cc-rn`
- Inf2/Trn1/Trn1n
* - Neuron Tools
- * Neuron SysFS support for showing connected devices on ``trn1.32xl``, ``inf2.24xl`` and ``inf2.48xl`` instances. See :ref:`neuron-sysfs-ug`
* See more at :ref:`neuron-tools-rn`
- Inf1/Inf2/Trn1/Trn1n
* - Documentation Updates
- * Neuron Calculator now supports multiple model configurations for Tensor Parallel Degree computation. See :ref:`neuron_calculator`
* Announcement to deprecate ``--model-type=transformer-inference`` flag. See :ref:`announce-deprecation-transformer-flag`
* See more at :ref:`neuron-documentation-rn`
- Inf1, Inf2, Trn1/Trn1n
* - Minor enhancements and bug fixes.
- * See :ref:`components-rn`
- Trn1/Trn1n , Inf2, Inf1
* - Release Artifacts
- * see :ref:`latest-neuron-release-artifacts`
- Trn1/Trn1n , Inf2, Inf1
For more detailed release notes of the new features and resolved issues, see :ref:`components-rn`.
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see :ref:`model_architecture_fit`.
.. _components-rn:
Neuron Components Release Notes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Inf1, Trn1/Trn1n and Inf2 common packages
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - Neuron Runtime
- Trn1/Trn1n, Inf1, Inf2
- * Trn1/Trn1n: ``aws-neuronx-runtime-lib`` (.deb, .rpm)
* Inf1: Runtime is linked into the ML frameworks packages
- * :ref:`neuron-runtime-rn`
* - Neuron Runtime Driver
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-dkms`` (.deb, .rpm)
- * :ref:`neuron-driver-release-notes`
* - Neuron System Tools
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-tools`` (.deb, .rpm)
- * :ref:`neuron-tools-rn`
* - Containers
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-k8-plugin`` (.deb, .rpm)
* ``aws-neuronx-k8-scheduler`` (.deb, .rpm)
* ``aws-neuronx-oci-hooks`` (.deb, .rpm)
- * :ref:`neuron-k8-rn`
* :ref:`neuron-containers-release-notes`
* - NeuronPerf (Inference only)
- Trn1/Trn1n, Inf1, Inf2
- * ``neuronperf`` (.whl)
- * :ref:`neuronperf_rn`
* - TensorFlow Model Server Neuron
- Trn1/Trn1n, Inf1, Inf2
- * ``tensorflow-model-server-neuronx`` (.deb, .rpm)
- * :ref:`tensorflow-modeslserver-neuronx-rn`
* - Neuron Documentation
- Trn1/Trn1n, Inf1, Inf2
- *
- * :ref:`neuron-documentation-rn`
Trn1/Trn1n and Inf2 only packages
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - PyTorch Neuron
- Trn1/Trn1n, Inf2
- * ``torch-neuronx`` (.whl)
- * :ref:`torch-neuronx-rn`
* :ref:`pytorch-neuron-supported-operators`
* - TensorFlow Neuron
- Trn1/Trn1n, Inf2
- * ``tensorflow-neuronx`` (.whl)
- * :ref:`tensorflow-neuronx-release-notes`
* - Neuron Compiler (Trn1/Trn1n, Inf2 only)
- Trn1/Trn1n, Inf2
- * ``neuronx-cc`` (.whl)
- * :ref:`neuronx-cc-rn`
* - Collective Communication library
- Trn1/Trn1n, Inf2
- * ``aws-neuronx-collective`` (.deb, .rpm)
- * :ref:`neuron-collectives-rn`
* - Neuron Custom C++ Operators
- Trn1/Trn1n, Inf2
- * ``aws-neuronx-gpsimd-customop`` (.deb, .rpm)
* ``aws-neuronx-gpsimd-tools`` (.deb, .rpm)
- * :ref:`gpsimd-customop-lib-rn`
* :ref:`gpsimd-customop-tools-rn`
* - Transformers Neuron
- Trn1/Trn1n, Inf2
- * ``transformers-neuronx`` (.whl)
- * :ref:`transformers-neuronx-rn`
* - Neuron Distributed
- Trn1/Trn1n, Inf2
- * ``neuronx-distributed`` (.whl)
- * :ref:`neuronx-distributed-rn`
* - AWS Neuron Reference for NeMo Megatron
- Trn1/Trn1n
- * `neuronx-nemo-megatron github repo <https://github.com/aws-neuron/neuronx-nemo-megatron>`_
- * :ref:`neuronx-nemo-rn`
.. note::
In next releases ``aws-neuronx-tools`` and ``aws-neuronx-runtime-lib`` will add support for Inf1.
Inf1 only packages
~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - PyTorch Neuron
- Inf1
- * ``torch-neuron`` (.whl)
- * :ref:`pytorch-neuron-rn`
* :ref:`neuron-cc-ops-pytorch`
* - TensorFlow Neuron
- Inf1
- * ``tensorflow-neuron`` (.whl)
- * :ref:`tensorflow-neuron-rn`
* :ref:`neuron-cc-ops-tensorflow`
* :ref:`tensorflow-neuron-rn-v2`
* - Apache MXNet (Incubating)
- Inf1
- * ``mx_neuron`` (.whl)
- * :ref:`mxnet-neuron-rn`
* :ref:`neuron-cc-ops-mxnet`
* - Neuron Compiler (Inf1 only)
- Inf1
- * ``neuron-cc`` (.whl)
- * :ref:`neuron-cc-rn`
* :ref:`neuron-supported-operators`
.. _latest-neuron-release-artifacts:
Release Artifacts
^^^^^^^^^^^^^^^^^
Trn1 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=trn1 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.1
Inf2 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=inf2 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.1
Inf1 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=inf1 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.0
Previous Releases
-----------------
* :ref:`prev-rn`
* :ref:`pre-release-content`
* :ref:`prev-n1-rn`
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-whatsnew:
What's New
==========
.. contents:: Table of contents
:local:
:depth: 1
.. _latest-neuron-release:
.. _neuron-2.14.0-whatsnew:
Neuron 2.14.1 (09/26/2023)
--------------------------
This is a patch release that fixes compiler issues in certain configurations of ``Llama`` and ``Llama-2`` model inference using ``transformers-neuronx``.
.. note::
There is still a known compiler issue for inference of some configurations of ``Llama`` and ``Llama-2`` models that will be addressed in future Neuron release.
Customers are advised to use ``--optlevel 1 (or -O1)`` compiler flag to mitigate this known compiler issue.
See :ref:`neuron-compiler-cli-reference-guide` on the usage of ``--optlevel 1`` compiler flag. Please see more on the compiler fix and known issues in :ref:`neuronx-cc-rn` and :ref:`transformers-neuronx-rn`
Neuron 2.14.0 (09/15/2023)
--------------------------
.. contents:: Table of contents
:local:
:depth: 3
What's New
^^^^^^^^^^
This release introduces support for ``Llama-2-7B`` model training and ``T5-3B`` model inference using ``neuronx-distributed``. It also adds support for ``Llama-2-13B`` model training using ``neuronx-nemo-megatron``. Neuron 2.14 also adds support for ``Stable Diffusion XL(Refiner and Base)`` model inference using ``torch-neuronx`` . This release also introduces other new features, performance optimizations, minor enhancements and bug fixes.
This release introduces the following:
.. note::
This release deprecates ``--model-type=transformer-inference`` compiler flag. Users are highly encouraged to migrate to the ``--model-type=transformer`` compiler flag.
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - What's New
- Details
- Instances
* - AWS Neuron Reference for Nemo Megatron library (``neuronx-nemo-megatron``)
- * ``Llama-2-13B`` model training support ( `tutorial <https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md>`_ )
* ZeRO-1 Optimizer support that works with tensor parallelism and pipeline parallelism
* See more at :ref:`neuronx-nemo-rn` and `neuronx-nemo-megatron github repo <https://github.com/aws-neuron/neuronx-nemo-megatron>`_
- Trn1/Trn1n
* - Neuron Distributed (neuronx-distributed) for Training
- * ``pad_model`` API to pad attention heads that do not divide by the number of NeuronCores, this will allow users to use any supported tensor-parallel degree. See :ref:`api_guide`
* ``Llama-2-7B`` model training support (`sample script <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain>`_) (:ref:`tutorial <llama2_7b_tp_zero1_tutorial>`)
* See more at :ref:`neuronx-distributed-rn` and :ref:`api_guide`
- Trn1/Trn1n
* - Neuron Distributed (neuronx-distributed) for Inference
- * ``T5-3B`` model inference support (:pytorch-neuron-src:`tutorial <neuronx_distributed/t5-inference/t5-inference-tutorial.ipynb>`)
* ``pad_model`` API to pad attention heads that do not divide by the number of NeuronCores, this will allow users to use any supported tensor-parallel degree. See :ref:`api_guide`
* See more at :ref:`neuronx-distributed-rn` and :ref:`api_guide`
- Inf2,Trn1/Trn1n
* - Transformers Neuron (transformers-neuronx) for Inference
- * Introducing ``--model-type=transformer`` compiler flag that deprecates ``--model-type=transformer-inference`` compiler flag.
* See more at :ref:`transformers-neuronx-rn`
- Inf2, Trn1/Trn1n
* - PyTorch Neuron (torch-neuronx)
- * Performance optimizations in ``torch_neuronx.analyze`` API. See :ref:`torch_neuronx_analyze_api`
* ``Stable Diffusion XL(Refiner and Base)`` model inference support ( `sample script <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_base_and_refiner_1024_inference.ipynb>`_)
- Trn1/Trn1n,Inf2
* - Neuron Compiler (neuronx-cc)
- * New ``--optlevel``(or ``-O``) compiler option that enables different optimizations with tradeoff between faster model compile time and faster model execution. See more at :ref:`neuron-compiler-cli-reference-guide`
* See more at :ref:`neuronx-cc-rn`
- Inf2/Trn1/Trn1n
* - Neuron Tools
- * Neuron SysFS support for showing connected devices on ``trn1.32xl``, ``inf2.24xl`` and ``inf2.48xl`` instances. See :ref:`neuron-sysfs-ug`
* See more at :ref:`neuron-tools-rn`
- Inf1/Inf2/Trn1/Trn1n
* - Documentation Updates
- * Neuron Calculator now supports multiple model configurations for Tensor Parallel Degree computation. See :ref:`neuron_calculator`
* Announcement to deprecate ``--model-type=transformer-inference`` flag. See :ref:`announce-deprecation-transformer-flag`
* See more at :ref:`neuron-documentation-rn`
- Inf1, Inf2, Trn1/Trn1n
* - Minor enhancements and bug fixes.
- * See :ref:`components-rn`
- Trn1/Trn1n , Inf2, Inf1
* - Release Artifacts
- * see :ref:`latest-neuron-release-artifacts`
- Trn1/Trn1n , Inf2, Inf1
For more detailed release notes of the new features and resolved issues, see :ref:`components-rn`.
To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see :ref:`model_architecture_fit`.
.. _components-rn:
Neuron Components Release Notes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Inf1, Trn1/Trn1n and Inf2 common packages
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - Neuron Runtime
- Trn1/Trn1n, Inf1, Inf2
- * Trn1/Trn1n: ``aws-neuronx-runtime-lib`` (.deb, .rpm)
* Inf1: Runtime is linked into the ML frameworks packages
- * :ref:`neuron-runtime-rn`
* - Neuron Runtime Driver
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-dkms`` (.deb, .rpm)
- * :ref:`neuron-driver-release-notes`
* - Neuron System Tools
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-tools`` (.deb, .rpm)
- * :ref:`neuron-tools-rn`
* - Containers
- Trn1/Trn1n, Inf1, Inf2
- * ``aws-neuronx-k8-plugin`` (.deb, .rpm)
* ``aws-neuronx-k8-scheduler`` (.deb, .rpm)
* ``aws-neuronx-oci-hooks`` (.deb, .rpm)
- * :ref:`neuron-k8-rn`
* :ref:`neuron-containers-release-notes`
* - NeuronPerf (Inference only)
- Trn1/Trn1n, Inf1, Inf2
- * ``neuronperf`` (.whl)
- * :ref:`neuronperf_rn`
* - TensorFlow Model Server Neuron
- Trn1/Trn1n, Inf1, Inf2
- * ``tensorflow-model-server-neuronx`` (.deb, .rpm)
- * :ref:`tensorflow-modeslserver-neuronx-rn`
* - Neuron Documentation
- Trn1/Trn1n, Inf1, Inf2
- *
- * :ref:`neuron-documentation-rn`
Trn1/Trn1n and Inf2 only packages
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - PyTorch Neuron
- Trn1/Trn1n, Inf2
- * ``torch-neuronx`` (.whl)
- * :ref:`torch-neuronx-rn`
* :ref:`pytorch-neuron-supported-operators`
* - TensorFlow Neuron
- Trn1/Trn1n, Inf2
- * ``tensorflow-neuronx`` (.whl)
- * :ref:`tensorflow-neuronx-release-notes`
* - Neuron Compiler (Trn1/Trn1n, Inf2 only)
- Trn1/Trn1n, Inf2
- * ``neuronx-cc`` (.whl)
- * :ref:`neuronx-cc-rn`
* - Collective Communication library
- Trn1/Trn1n, Inf2
- * ``aws-neuronx-collective`` (.deb, .rpm)
- * :ref:`neuron-collectives-rn`
* - Neuron Custom C++ Operators
- Trn1/Trn1n, Inf2
- * ``aws-neuronx-gpsimd-customop`` (.deb, .rpm)
* ``aws-neuronx-gpsimd-tools`` (.deb, .rpm)
- * :ref:`gpsimd-customop-lib-rn`
* :ref:`gpsimd-customop-tools-rn`
* - Transformers Neuron
- Trn1/Trn1n, Inf2
- * ``transformers-neuronx`` (.whl)
- * :ref:`transformers-neuronx-rn`
* - Neuron Distributed
- Trn1/Trn1n, Inf2
- * ``neuronx-distributed`` (.whl)
- * :ref:`neuronx-distributed-rn`
* - AWS Neuron Reference for NeMo Megatron
- Trn1/Trn1n
- * `neuronx-nemo-megatron github repo <https://github.com/aws-neuron/neuronx-nemo-megatron>`_
- * :ref:`neuronx-nemo-rn`
.. note::
In next releases ``aws-neuronx-tools`` and ``aws-neuronx-runtime-lib`` will add support for Inf1.
Inf1 only packages
~~~~~~~~~~~~~~~~~~
.. list-table::
:widths: auto
:header-rows: 1
:align: left
:class: table-smaller-font-size
* - Component
- Instance/s
- Package/s
- Details
* - PyTorch Neuron
- Inf1
- * ``torch-neuron`` (.whl)
- * :ref:`pytorch-neuron-rn`
* :ref:`neuron-cc-ops-pytorch`
* - TensorFlow Neuron
- Inf1
- * ``tensorflow-neuron`` (.whl)
- * :ref:`tensorflow-neuron-rn`
* :ref:`neuron-cc-ops-tensorflow`
* :ref:`tensorflow-neuron-rn-v2`
* - Apache MXNet (Incubating)
- Inf1
- * ``mx_neuron`` (.whl)
- * :ref:`mxnet-neuron-rn`
* :ref:`neuron-cc-ops-mxnet`
* - Neuron Compiler (Inf1 only)
- Inf1
- * ``neuron-cc`` (.whl)
- * :ref:`neuron-cc-rn`
* :ref:`neuron-supported-operators`
.. _latest-neuron-release-artifacts:
Release Artifacts
^^^^^^^^^^^^^^^^^
Trn1 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=trn1 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.1
Inf2 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=inf2 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.1
Inf1 packages
.. program-output:: python3 src/helperscripts/n2-helper.py --list=packages --instance=inf1 --file=src/helperscripts/n2-manifest.json --neuron-version=2.14.0
Previous Releases
-----------------
* :ref:`prev-rn`
* :ref:`pre-release-content`
* :ref:`prev-n1-rn`
</pre></body></html>
|
2023-09-29T20:54:37.618Z
|
|
Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-1-5.html
|
# Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release[#](#announcing-end-of-support-for-torch-neuron-version-1-5-starting-with-neuron-1-19-0-release "Permalink to this headline")
Starting with _Neuron 1.19.0_ release, _torch-neuron version 1.5_ will no longer be supported. Last release of _torch-neuron version 1.5_ will be issued as part of _Neuron 1.18.0_ release. Current users of those versions are advised to migrate to latest _torch-neuron_ version.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announce-eol-pt-1-5", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announce-eol-pt-1-5.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announce-eol-pt-1-5.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announce-eol-pt-1-5.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-torch-neuron-version-1-5-starting-with-neuron-1-19-0-release">
<span id="announce-eol-pt-1-5"></span><h1>Announcing end of support for torch-neuron version 1.5 starting with Neuron 1.19.0 release<a class="headerlink" href="#announcing-end-of-support-for-torch-neuron-version-1-5-starting-with-neuron-1-19-0-release" title="Permalink to this headline">#</a></h1>
<p>Starting with <em>Neuron 1.19.0</em> release, <em>torch-neuron version 1.5</em> will no longer be supported. Last release of <em>torch-neuron version 1.5</em> will be issued
as part of <em>Neuron 1.18.0</em> release. Current users of those versions are advised to migrate to latest <em>torch-neuron</em> version.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.750Z
|
AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/nemo/neuronx-nemo.html#neuronx-nemo-rn
|
# AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation
Table of contents
- [`neuronx-nemo-megatron` \[0.3.0\]](#neuronx-nemo-megatron-0-3-0)
This document lists the release notes for `neuronx-nemo-megatron` library.
## [`neuronx-nemo-megatron` \[0.3.0\]](#id1)[#](#neuronx-nemo-megatron-0-3-0 "Permalink to this headline")
Date: 9/15/2023
### New in this release[#](#new-in-this-release "Permalink to this headline")
- Added Llama 13B model support that works with tensor-parallelism and pipeline parallelism
- Zero1 Optimizer support that works with tensor-parallelism and pipeline parallelism
- Fixes for loading/saving checkpoint OOM issues while loading large models
- Added Docker support
- Feature to save only the last checkpoint and delete previous ones to conserve disk space
- Added FP32 OptimizerState option for mixed precision
- Added Validation loop support
### Known Issues and Limitations[#](#known-issues-and-limitations "Permalink to this headline")
- Tested validation logic with smaller global batch sizes (32). Not tested larger global batch sizes.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/nemo/neuronx-nemo", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/nemo/neuronx-nemo.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/nemo/neuronx-nemo.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/release-notes/nemo/neuronx-nemo.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuronx-nemo-megatron-0-3-0">
<code class="docutils literal notranslate">
<span class="pre">
neuronx-nemo-megatron
</span>
</code>
[0.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-in-this-release">
New in this release
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-and-limitations">
Known Issues and Limitations
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>AWS Neuron Reference for Nemo Megatron(neuronx-nemo-megatron) Release Notes</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuronx-nemo-megatron-0-3-0">
<code class="docutils literal notranslate">
<span class="pre">
neuronx-nemo-megatron
</span>
</code>
[0.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-in-this-release">
New in this release
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#known-issues-and-limitations">
Known Issues and Limitations
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="aws-neuron-reference-for-nemo-megatron-neuronx-nemo-megatron-release-notes">
<span id="neuronx-nemo-rn"></span><h1>AWS Neuron Reference for Nemo Megatron(<code class="docutils literal notranslate"><span class="pre">neuronx-nemo-megatron</span></code>) Release Notes<a class="headerlink" href="#aws-neuron-reference-for-nemo-megatron-neuronx-nemo-megatron-release-notes" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#neuronx-nemo-megatron-0-3-0" id="id1"><code class="docutils literal notranslate"><span class="pre">neuronx-nemo-megatron</span></code> [0.3.0]</a></p></li>
</ul>
</div>
<p>This document lists the release notes for <code class="docutils literal notranslate"><span class="pre">neuronx-nemo-megatron</span></code> library.</p>
<div class="section" id="neuronx-nemo-megatron-0-3-0">
<h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">neuronx-nemo-megatron</span></code> [0.3.0]</a><a class="headerlink" href="#neuronx-nemo-megatron-0-3-0" title="Permalink to this headline">#</a></h2>
<p>Date: 9/15/2023</p>
<div class="section" id="new-in-this-release">
<h3>New in this release<a class="headerlink" href="#new-in-this-release" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Added Llama 13B model support that works with tensor-parallelism and pipeline parallelism</p></li>
<li><p>Zero1 Optimizer support that works with tensor-parallelism and pipeline parallelism</p></li>
<li><p>Fixes for loading/saving checkpoint OOM issues while loading large models</p></li>
<li><p>Added Docker support</p></li>
<li><p>Feature to save only the last checkpoint and delete previous ones to conserve disk space</p></li>
<li><p>Added FP32 OptimizerState option for mixed precision</p></li>
<li><p>Added Validation loop support</p></li>
</ul>
</div>
<div class="section" id="known-issues-and-limitations">
<h3>Known Issues and Limitations<a class="headerlink" href="#known-issues-and-limitations" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Tested validation logic with smaller global batch sizes (32). Not tested larger global batch sizes.</p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:37.869Z
|
Previous Announcements — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/announcements.html
|
# Previous Announcements — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## Previous Announcements[#](#previous-announcements "Permalink to this headline")
Table of contents
- [02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode)
- [10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)](#introducing-neuron-runtime-2-x-libnrt-so)
- [10/27/2021 - Neuron Runtime 1.x (`neuron-rtd`) enters maintenance mode](#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode)
- [10/27/2021 - Neuron support for _Apache MXNet 1.5_ enters maintenance mode](#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode)
- [10/27/2021 - `neuron-cli` enters maintenance mode](#neuron-cli-enters-maintenance-mode)
- [10/27/2021 - End of support for NeuronCore Groups (NCG)](#end-of-support-for-neuroncore-groups-ncg)
- [10/27/2021 - Announcing end of support for `NEURONCORE_GROUP_SIZES`](#announcing-end-of-support-for-neuroncore-group-sizes)
- [05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0](#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0)
- [05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0](#end-of-support-for-ubuntu-16-starting-neuron-1-14-0)
- [05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard](#end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard)
- [02/24/2021 - End of support for Python 3.5](#end-of-support-for-python-3-5)
- [11/17/2020 - End of support for ONNX](#end-of-support-for-onnx)
- [07/16/2020 - End of support for PyTorch 1.3](#end-of-support-for-pytorch-1-3)
## [02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#id1)[#](#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode "Permalink to this headline")
Starting with _Neuron 1.17.2_ release, _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ are entering maintenance mode. Future releases of _tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4_ will address critical security issues only. Current users of those versions are advised to migrate to latest _tensorflow-neuron_ version.
## [10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)](#id2)[#](#introducing-neuron-runtime-2-x-libnrt-so "Permalink to this headline")
Starting with _Neuron 1.16.0_ release, _Neuron Runtime 1.x_ (`neuron-rtd`) is entering maintenance mode and is replaced by _Neuron Runtime 2.x_, a shared library named (`libnrt.so`). For more information on Runtime 1.x see [Neuron Runtime 1.x enters maintenance mode](#maintenance-rtd).
For more information please see [Introducing Neuron Runtime 2.x (libnrt.so)](../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt).
## [10/27/2021 - Neuron Runtime 1.x (`neuron-rtd`) enters maintenance mode](#id3)[#](#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode "Permalink to this headline")
Starting with _Neuron 1.16.0_ release, _Neuron Runtime 1.x_ (`neuron-rtd`) is entering maintenance mode and replaced with _Neuron Runtime 2.x_, a shared library named `libnrt.so`. Future releases of _Neuron Runtime 1.x_ (`neuron-rtd`) will address critical bug fixes and security issues only. Previous releases of _Neuron Runtime 1.x_ (`neuron-rtd`) will continue to be available via `rpm` and `deb` packages.
For more information please see:
> - [Introducing Neuron Runtime 2.x (libnrt.so)](../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt)
>
> - install-guide-index
>
> - [SDK Maintenance Policy](../../sdk-policy.html#neuron-maintenance-policy)
>
## [10/27/2021 - Neuron support for _Apache MXNet 1.5_ enters maintenance mode](#id4)[#](#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode "Permalink to this headline")
Starting _Neuron release 1.16.0_, Neuron support for _MXNet 1.5_ is entering maintenance mode. Future releases of Neuron supporting _MXNet 1.5_ will address critical bug fixes and security issues only. Previous releases of _Apache MXNet 1.5_ will continue to be available via `pip` packages.
Current users of _MXNet Neuron 1.5_ can migrate their applications to _MXNet Neuron 1.8_, for more information about MXNet Neuron support and how to upgrade to latest _MXNet Neuron 1.8_, please see visit [MXNet Neuron](../../../frameworks/mxnet-neuron/index.html#neuron-mxnet).
## [10/27/2021 - `neuron-cli` enters maintenance mode](#id5)[#](#neuron-cli-enters-maintenance-mode "Permalink to this headline")
Starting _Neuron release 1.16.0_, with the introduction of _Neuron Runtime 2.x_, `neuron-cli` is entering maintenance mode. `neuron-cli` functionality will be available only if _Neuron Runtime 1.x_ (`neuron-rtd`) is being used by the application. If the application is using _Neuron Runtime 2.x_ shared library(`libnrt.so`), `neuron-cli` functionality will not be available.
If you have used `neuron-cli` in previous releases, and you are migrating to newer Neuron releases where applications require _Neuron Runtime 2.x_ shared library, please see the below [Frequently Asked questions (FAQ)](#neuron-cli-mntnce-faq). Future releases of `neuron-cli` will address critical bug fixes and security issues only. Previous releases of `neuron-cli` will continue to be available via `rpm` and `deb` packages.
## [10/27/2021 - End of support for NeuronCore Groups (NCG)](#id6)[#](#end-of-support-for-neuroncore-groups-ncg "Permalink to this headline")
Before the introduction of _Neuron Runtime 2.x_, NeuronCore Group (NCG) has been used by Neuron Runtime 1.x to define an execution group of one or more NeuronCores where models can be loaded and executed. It also provided separation between processes.
With the introduction of _Neuron Runtime 2.x_, the strict separation of NeuronCores into groups is no longer needed and NeuronCore Groups (NCG) is deprecated. _Neuron Runtime 2.x_ enables each process to own a set of NeuronCores, and within each process, Neuron Runtime 2.x supports loading and executing multiple models on separate , different or overlapping sets of NeuronCores.
Please note that `NEURONCORE_GROUP_SIZES` environment variable is in the process of being [deprecated](#eol-ncgs-env), and for a transition period `NEURONCORE_GROUP_SIZES` can be used to preserve the old NeuronCore Group behavior. The frameworks internally would convert `NEURONCORE_GROUP_SIZES` to use runtime’s new mode of mapping models to NeuronCores.
For more information see details about `NEURON_RT_VISIBLE_CORES` at [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) and and [Migrate your application to Neuron Runtime 2.x (libnrt.so)](../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt).
## [05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0](#id8)[#](#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0 "Permalink to this headline")
05/28/2021 - Starting with Neuron SDK 1.14.0, we will no longer support conda packages to install Neuron SDK framework in DLAMI and we will no longer update conda packages used to install Neuron SDK framework (Neuron conda packages) with new versions.
Starting with Neuron SDK 1.14.0, pip packages (Neuron pip packages) will be used to install Neuron SDK framework in DLAMI conda environment. To upgrade Neuron SDK framework DLAMI users should use pip upgrade commands instead of conda update commands. Instructions are available in this blog and in Neuron SDK documentation ([Setup Guide](../../setup/index.html#setup-guide-index)).
Starting with Neuron SDK 1.14.0, run one of the following commands to upgrade to latest Neuron framework of your choice:
- To upgrade PyTorch Neuron:
```
source activate aws_neuron_pytorch_p36
pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com
pip install --upgrade torch-neuron neuron-cc[tensorflow] torchvision
```
- To upgrade TensorFlow Neuron:
```
source activate aws_neuron_tensorflow_p36
pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com
pip install --upgrade tensorflow-neuron tensorboard-neuron neuron-cc
```
- To upgrade MXNet Neuron:
```
source activate aws_neuron_mxnet_p36
pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com
pip install --upgrade mxnet-neuron neuron-cc
```
For more information please check the [blog](https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/).
## [05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0](#id9)[#](#end-of-support-for-ubuntu-16-starting-neuron-1-14-0 "Permalink to this headline")
Ubuntu 16.04 entered end of life phase officially in April 2021 (see [https://ubuntu.com/about/release-cycle](https://ubuntu.com/about/release-cycle)) and will not receive any public software or security updates. Starting with Neuron SDK 1.14.0, Ubuntu 16 is no longer supported for Neuron, users who are using Ubuntu 16 are requested to migrate to Ubuntu18 or Amazon Linux 2.
Customers who choose to upgrade libc on Ubuntu 16 to work with Neuron v1.13.0 (or higher versions) are highly discouraged from doing that since Ubuntu 16 will no longer receive public security updates.
## [02/24/2021 - End of support for Python 3.5](#id11)[#](#end-of-support-for-python-3-5 "Permalink to this headline")
As Python 3.5 reached end-of-life in October 2020, and many packages including TorchVision and Transformers have stopped support for Python 3.5, we will begin to stop supporting Python 3.5 for frameworks, starting with PyTorch-Neuron version [\[1.1.7.0\]](../../../release-notes/torch/torch-neuron/torch-neuron.html#neuron-torch-11170) in this release. You can continue to use older versions with Python 3.5.
## [11/17/2020 - End of support for ONNX](#id12)[#](#end-of-support-for-onnx "Permalink to this headline")
ONNX support is limited and from this version onwards we are not planning to add any additional capabilities to ONNX. We recommend running models in TensorFlow, PyTorch or MXNet for best performance and support.
## [07/16/2020 - End of support for PyTorch 1.3](#id13)[#](#end-of-support-for-pytorch-1-3 "Permalink to this headline")
Starting this release we are ending the support of PyTorch 1.3 and migrating to PyTorch 1.5.1, customers are advised to migrate to PyTorch 1.5.1.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Announcements — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/announcements", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/announcements.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/announcements.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/announcements.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode">
02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introducing-neuron-runtime-2-x-libnrt-so">
10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode">
10/27/2021 - Neuron Runtime 1.x (
<code class="docutils literal notranslate">
<span class="pre">
neuron-rtd
</span>
</code>
) enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode">
10/27/2021 - Neuron support for
<em>
Apache MXNet 1.5
</em>
enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-cli-enters-maintenance-mode">
10/27/2021 -
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
</code>
enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-neuroncore-groups-ncg">
10/27/2021 - End of support for NeuronCore Groups (NCG)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#announcing-end-of-support-for-neuroncore-group-sizes">
10/27/2021 - Announcing end of support for
<code class="docutils literal notranslate">
<span class="pre">
NEURONCORE_GROUP_SIZES
</span>
</code>
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#frequently-asked-questions-faq">
Frequently Asked questions (FAQ)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-list-model">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
list-model
</span>
</code>
?
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-create-ncg-neuron-cli-destroy-ncg-and-neuron-cli-list-ncg">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
create-ncg
</span>
</code>
,
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
destroy-ncg
</span>
</code>
, and
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
list-ncg
</span>
</code>
?
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-reset">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
reset
</span>
</code>
?
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0">
05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-ubuntu-16-starting-neuron-1-14-0">
05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard">
05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-python-3-5">
02/24/2021 - End of support for Python 3.5
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-onnx">
11/17/2020 - End of support for ONNX
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-pytorch-1-3">
07/16/2020 - End of support for PyTorch 1.3
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Previous Announcements</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode">
02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introducing-neuron-runtime-2-x-libnrt-so">
10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode">
10/27/2021 - Neuron Runtime 1.x (
<code class="docutils literal notranslate">
<span class="pre">
neuron-rtd
</span>
</code>
) enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode">
10/27/2021 - Neuron support for
<em>
Apache MXNet 1.5
</em>
enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-cli-enters-maintenance-mode">
10/27/2021 -
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
</code>
enters maintenance mode
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-neuroncore-groups-ncg">
10/27/2021 - End of support for NeuronCore Groups (NCG)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#announcing-end-of-support-for-neuroncore-group-sizes">
10/27/2021 - Announcing end of support for
<code class="docutils literal notranslate">
<span class="pre">
NEURONCORE_GROUP_SIZES
</span>
</code>
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#frequently-asked-questions-faq">
Frequently Asked questions (FAQ)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-list-model">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
list-model
</span>
</code>
?
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-create-ncg-neuron-cli-destroy-ncg-and-neuron-cli-list-ncg">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
create-ncg
</span>
</code>
,
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
destroy-ncg
</span>
</code>
, and
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
list-ncg
</span>
</code>
?
</a>
</li>
<li class="toc-h4 nav-item toc-entry">
<a class="reference internal nav-link" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-reset">
Is there another tool that provide the same functionality as
<code class="docutils literal notranslate">
<span class="pre">
neuron-cli
</span>
<span class="pre">
reset
</span>
</code>
?
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0">
05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-ubuntu-16-starting-neuron-1-14-0">
05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard">
05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-python-3-5">
02/24/2021 - End of support for Python 3.5
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-onnx">
11/17/2020 - End of support for ONNX
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#end-of-support-for-pytorch-1-3">
07/16/2020 - End of support for PyTorch 1.3
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="previous-announcements">
<span id="prev-announcements"></span><h1>Previous Announcements<a class="headerlink" href="#previous-announcements" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode" id="id1">02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode</a></p></li>
<li><p><a class="reference internal" href="#introducing-neuron-runtime-2-x-libnrt-so" id="id2">10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)</a></p></li>
<li><p><a class="reference internal" href="#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode" id="id3">10/27/2021 - Neuron Runtime 1.x (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) enters maintenance mode</a></p></li>
<li><p><a class="reference internal" href="#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode" id="id4">10/27/2021 - Neuron support for <em>Apache MXNet 1.5</em> enters maintenance mode</a></p></li>
<li><p><a class="reference internal" href="#neuron-cli-enters-maintenance-mode" id="id5">10/27/2021 - <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> enters maintenance mode</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-neuroncore-groups-ncg" id="id6">10/27/2021 - End of support for NeuronCore Groups (NCG)</a></p></li>
<li><p><a class="reference internal" href="#announcing-end-of-support-for-neuroncore-group-sizes" id="id7">10/27/2021 - Announcing end of support for <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code></a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0" id="id8">05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-ubuntu-16-starting-neuron-1-14-0" id="id9">05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard" id="id10">05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-python-3-5" id="id11">02/24/2021 - End of support for Python 3.5</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-onnx" id="id12">11/17/2020 - End of support for ONNX</a></p></li>
<li><p><a class="reference internal" href="#end-of-support-for-pytorch-1-3" id="id13">07/16/2020 - End of support for PyTorch 1.3</a></p></li>
</ul>
</div>
<div class="section" id="tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode">
<span id="maintenance-tf21-tf24"></span><h2><a class="toc-backref" href="#id1">02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode</a><a class="headerlink" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode" title="Permalink to this headline">#</a></h2>
<p>Starting with <em>Neuron 1.17.2</em> release, <em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> are entering maintenance mode. Future releases of
<em>tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4</em> will address critical security issues only. Current users of those versions are advised to migrate to
latest <em>tensorflow-neuron</em> version.</p>
</div>
<div class="section" id="introducing-neuron-runtime-2-x-libnrt-so">
<h2><a class="toc-backref" href="#id2">10/27/2021 - Introducing Neuron Runtime 2.x (libnrt.so)</a><a class="headerlink" href="#introducing-neuron-runtime-2-x-libnrt-so" title="Permalink to this headline">#</a></h2>
<p>Starting with <em>Neuron 1.16.0</em> release, <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) is entering maintenance mode and is replaced by <em>Neuron Runtime 2.x</em>, a shared library named (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>). For more information on Runtime 1.x see <a class="reference internal" href="#maintenance-rtd"><span class="std std-ref">Neuron Runtime 1.x enters maintenance mode</span></a>.</p>
<p>For more information please see <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a>.</p>
</div>
<div class="section" id="neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode">
<span id="maintenance-rtd"></span><h2><a class="toc-backref" href="#id3">10/27/2021 - Neuron Runtime 1.x (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) enters maintenance mode</a><a class="headerlink" href="#neuron-runtime-1-x-neuron-rtd-enters-maintenance-mode" title="Permalink to this headline">#</a></h2>
<p>Starting with <em>Neuron 1.16.0</em> release, <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) is entering maintenance mode and replaced
with <em>Neuron Runtime 2.x</em>, a shared library named <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>.
Future releases of <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) will address critical bug fixes and security issues only. Previous releases of
<em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) will continue to be available via <code class="docutils literal notranslate"><span class="pre">rpm</span></code> and <code class="docutils literal notranslate"><span class="pre">deb</span></code> packages.</p>
<p>For more information please see:</p>
<blockquote>
<div><ul class="simple">
<li><p><a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a></p></li>
<li><p><span class="xref std std-ref">install-guide-index</span></p></li>
<li><p><a class="reference internal" href="../../sdk-policy.html#neuron-maintenance-policy"><span class="std std-ref">SDK Maintenance Policy</span></a></p></li>
</ul>
</div></blockquote>
</div>
<div class="section" id="neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode">
<span id="maintenance-mxnet-1-5"></span><h2><a class="toc-backref" href="#id4">10/27/2021 - Neuron support for <em>Apache MXNet 1.5</em> enters maintenance mode</a><a class="headerlink" href="#neuron-support-for-apache-mxnet-1-5-enters-maintenance-mode" title="Permalink to this headline">#</a></h2>
<p>Starting <em>Neuron release 1.16.0</em>, Neuron support for <em>MXNet 1.5</em> is entering maintenance mode.
Future releases of Neuron supporting <em>MXNet 1.5</em> will address critical bug fixes and security issues only.
Previous releases of <em>Apache MXNet 1.5</em> will continue to be available via <code class="docutils literal notranslate"><span class="pre">pip</span></code> packages.</p>
<p>Current users of <em>MXNet Neuron 1.5</em> can migrate their applications to <em>MXNet Neuron 1.8</em>, for more information
about MXNet Neuron support and how to upgrade to latest <em>MXNet Neuron 1.8</em>, please see visit <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html#neuron-mxnet"><span class="std std-ref">MXNet Neuron</span></a>.</p>
</div>
<div class="section" id="neuron-cli-enters-maintenance-mode">
<span id="maintenance-neuron-cli"></span><h2><a class="toc-backref" href="#id5">10/27/2021 - <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> enters maintenance mode</a><a class="headerlink" href="#neuron-cli-enters-maintenance-mode" title="Permalink to this headline">#</a></h2>
<p>Starting <em>Neuron release 1.16.0</em>, with the introduction of <em>Neuron Runtime 2.x</em>, <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> is entering maintenance mode. <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code>
functionality will be available only if <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) is being used by the application. If the application is using
<em>Neuron Runtime 2.x</em> shared library(<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>), <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> functionality will not be available.</p>
<p>If you have used <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> in previous releases, and you are migrating to
newer Neuron releases where applications require <em>Neuron Runtime 2.x</em> shared library, please see the below <a class="reference internal" href="#neuron-cli-mntnce-faq"><span class="std std-ref">Frequently Asked questions (FAQ)</span></a>.
Future releases of <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> will address
critical bug fixes and security issues only. Previous releases of <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> will continue to be available via <code class="docutils literal notranslate"><span class="pre">rpm</span></code> and <code class="docutils literal notranslate"><span class="pre">deb</span></code> packages.</p>
</div>
<div class="section" id="end-of-support-for-neuroncore-groups-ncg">
<span id="eol-ncg"></span><h2><a class="toc-backref" href="#id6">10/27/2021 - End of support for NeuronCore Groups (NCG)</a><a class="headerlink" href="#end-of-support-for-neuroncore-groups-ncg" title="Permalink to this headline">#</a></h2>
<p>Before the introduction of <em>Neuron Runtime 2.x</em>, <span class="xref std std-ref">NeuronCore Group (NCG)</span> has been used by Neuron Runtime 1.x
to define an execution group of one or more NeuronCores where models can be loaded and executed. It also provided separation between processes.</p>
<p>With the introduction of <em>Neuron Runtime 2.x</em>, the strict separation of NeuronCores into groups is no longer needed and NeuronCore Groups (NCG) is
deprecated. <em>Neuron Runtime 2.x</em> enables each process to own a set of NeuronCores, and within each process, Neuron Runtime 2.x supports loading and
executing multiple models on separate , different or overlapping sets of NeuronCores.</p>
<p>Please note that <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable is in the process of being <a class="reference internal" href="#eol-ncgs-env"><span class="std std-ref">deprecated</span></a>, and for a transition period
<code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> can be used to preserve the old NeuronCore Group behavior. The frameworks internally would convert <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> to
use runtime’s new mode of mapping models to NeuronCores.</p>
<p>For more information see details about <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> at <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> and and <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a>.</p>
</div>
<div class="section" id="announcing-end-of-support-for-neuroncore-group-sizes">
<span id="eol-ncgs-env"></span><h2><a class="toc-backref" href="#id7">10/27/2021 - Announcing end of support for <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code></a><a class="headerlink" href="#announcing-end-of-support-for-neuroncore-group-sizes" title="Permalink to this headline">#</a></h2>
<p><code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable is in the process of being deprecated, future Neuron releases may no longer support
the <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable. Please start
using <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> instead.</p>
<p>See <a class="reference internal" href="#eol-ncg"><span class="std std-ref">10/27/2021 - End of support for NeuronCore Groups (NCG)</span></a>, <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> and <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p>
<div class="section" id="frequently-asked-questions-faq">
<span id="neuron-cli-mntnce-faq"></span><h3>Frequently Asked questions (FAQ)<a class="headerlink" href="#frequently-asked-questions-faq" title="Permalink to this headline">#</a></h3>
<div class="section" id="is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-list-model">
<h4>Is there another tool that provide the same functionality as <code class="docutils literal notranslate"><span class="pre">neuron-cli</span> <span class="pre">list-model</span></code>?<a class="headerlink" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-list-model" title="Permalink to this headline">#</a></h4>
<p>Yes, please see <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html#neuron-ls-ug"><span class="std std-ref">Neuron LS User Guide</span></a> or <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug"><span class="std std-ref">Neuron Monitor User Guide</span></a>.</p>
</div>
<div class="section" id="is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-create-ncg-neuron-cli-destroy-ncg-and-neuron-cli-list-ncg">
<h4>Is there another tool that provide the same functionality as <code class="docutils literal notranslate"><span class="pre">neuron-cli</span> <span class="pre">create-ncg</span></code>, <code class="docutils literal notranslate"><span class="pre">neuron-cli</span> <span class="pre">destroy-ncg</span></code>, and <code class="docutils literal notranslate"><span class="pre">neuron-cli</span> <span class="pre">list-ncg</span></code>?<a class="headerlink" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-create-ncg-neuron-cli-destroy-ncg-and-neuron-cli-list-ncg" title="Permalink to this headline">#</a></h4>
<p>No, these functionalities are no longer needed with <em>Neuron Runtime 2.x</em>,NeuronCore Groups (NCG) <a class="reference internal" href="#eol-ncg"><span class="std std-ref">is deprecated</span></a> and <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable <a class="reference internal" href="#eol-ncgs-env"><span class="std std-ref">is in the process of being deprecated</span></a>, Please start using <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> instead. See <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> and <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a></p>
<p>for more information.</p>
</div>
<div class="section" id="is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-reset">
<h4>Is there another tool that provide the same functionality as <code class="docutils literal notranslate"><span class="pre">neuron-cli</span> <span class="pre">reset</span></code>?<a class="headerlink" href="#is-there-another-tool-that-provide-the-same-functionality-as-neuron-cli-reset" title="Permalink to this headline">#</a></h4>
<p>No, this functionality is no longer needed with <em>Neuron Runtime 2.x</em>. Before introducing <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, in certain cases after an application
crashed models had to be unloaded manually by calling neuron-cli reset.</p>
<p>With <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, applications runs in the context of the <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> shared library and when an application exits the Neuron driver will free all resources associated with the application.</p>
<p>For more information please see:</p>
<blockquote>
<div><ul class="simple">
<li><p><a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a></p></li>
<li><p><a class="reference internal" href="../../../tools/index.html#neuron-tools"><span class="std std-ref">Neuron Tools</span></a></p></li>
<li><p><span class="xref std std-ref">install-guide-index</span></p></li>
<li><p><a class="reference internal" href="../../sdk-policy.html#neuron-maintenance-policy"><span class="std std-ref">SDK Maintenance Policy</span></a></p></li>
</ul>
</div></blockquote>
</div>
</div>
</div>
<div class="section" id="end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0">
<span id="eol-conda-packages"></span><h2><a class="toc-backref" href="#id8">05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0</a><a class="headerlink" href="#end-of-support-for-neuron-conda-packages-in-deep-learning-ami-starting-neuron-1-14-0" title="Permalink to this headline">#</a></h2>
<p>05/28/2021 - Starting with Neuron SDK 1.14.0, we will no longer support conda packages to install Neuron SDK framework in DLAMI and we will no longer update conda packages used to install Neuron SDK framework (Neuron conda packages) with new versions.</p>
<p>Starting with Neuron SDK 1.14.0, pip packages (Neuron pip packages) will be used to install Neuron SDK framework in DLAMI conda environment. To upgrade Neuron SDK framework DLAMI users should use pip upgrade commands instead of conda update commands. Instructions are available in this blog and in Neuron SDK documentation (<a class="reference internal" href="../../setup/index.html#setup-guide-index"><span class="std std-ref">Setup Guide</span></a>).</p>
<p>Starting with Neuron SDK 1.14.0, run one of the following commands to upgrade to latest Neuron framework of your choice:</p>
<ul class="simple">
<li><p>To upgrade PyTorch Neuron:</p></li>
</ul>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="n">activate</span> <span class="n">aws_neuron_pytorch_p36</span>
<span class="n">pip</span> <span class="n">config</span> <span class="nb">set</span> <span class="k">global</span><span class="o">.</span><span class="n">extra</span><span class="o">-</span><span class="n">index</span><span class="o">-</span><span class="n">url</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">pip</span><span class="o">.</span><span class="n">repos</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span>
<span class="n">pip</span> <span class="n">install</span> <span class="o">--</span><span class="n">upgrade</span> <span class="n">torch</span><span class="o">-</span><span class="n">neuron</span> <span class="n">neuron</span><span class="o">-</span><span class="n">cc</span><span class="p">[</span><span class="n">tensorflow</span><span class="p">]</span> <span class="n">torchvision</span>
</pre></div>
</div>
<ul class="simple">
<li><p>To upgrade TensorFlow Neuron:</p></li>
</ul>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="n">activate</span> <span class="n">aws_neuron_tensorflow_p36</span>
<span class="n">pip</span> <span class="n">config</span> <span class="nb">set</span> <span class="k">global</span><span class="o">.</span><span class="n">extra</span><span class="o">-</span><span class="n">index</span><span class="o">-</span><span class="n">url</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">pip</span><span class="o">.</span><span class="n">repos</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span>
<span class="n">pip</span> <span class="n">install</span> <span class="o">--</span><span class="n">upgrade</span> <span class="n">tensorflow</span><span class="o">-</span><span class="n">neuron</span> <span class="n">tensorboard</span><span class="o">-</span><span class="n">neuron</span> <span class="n">neuron</span><span class="o">-</span><span class="n">cc</span>
</pre></div>
</div>
<ul class="simple">
<li><p>To upgrade MXNet Neuron:</p></li>
</ul>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="n">activate</span> <span class="n">aws_neuron_mxnet_p36</span>
<span class="n">pip</span> <span class="n">config</span> <span class="nb">set</span> <span class="k">global</span><span class="o">.</span><span class="n">extra</span><span class="o">-</span><span class="n">index</span><span class="o">-</span><span class="n">url</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">pip</span><span class="o">.</span><span class="n">repos</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span>
<span class="n">pip</span> <span class="n">install</span> <span class="o">--</span><span class="n">upgrade</span> <span class="n">mxnet</span><span class="o">-</span><span class="n">neuron</span> <span class="n">neuron</span><span class="o">-</span><span class="n">cc</span>
</pre></div>
</div>
<p>For more information please check the <a class="reference external" href="https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/">blog</a>.</p>
</div>
<div class="section" id="end-of-support-for-ubuntu-16-starting-neuron-1-14-0">
<span id="eol-ubuntu16"></span><h2><a class="toc-backref" href="#id9">05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0</a><a class="headerlink" href="#end-of-support-for-ubuntu-16-starting-neuron-1-14-0" title="Permalink to this headline">#</a></h2>
<p>Ubuntu 16.04 entered end of life phase officially in April 2021 (see <a class="reference external" href="https://ubuntu.com/about/release-cycle">https://ubuntu.com/about/release-cycle</a>) and will not receive any public software or security updates. Starting with Neuron SDK 1.14.0, Ubuntu 16 is no longer supported for Neuron, users who are using Ubuntu 16 are requested to migrate to Ubuntu18 or Amazon Linux 2.</p>
<p>Customers who choose to upgrade libc on Ubuntu 16 to work with Neuron v1.13.0 (or higher versions) are highly discouraged from doing that since Ubuntu 16 will no longer receive public security updates.</p>
</div>
<div class="section" id="end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard">
<span id="eol-classic-tensorboard"></span><h2><a class="toc-backref" href="#id10">05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard</a><a class="headerlink" href="#end-of-support-for-classic-tensorboard-neuron-starting-neuron-1-13-0-and-introducing-neuron-plugin-for-tensorboard" title="Permalink to this headline">#</a></h2>
<p>Starting with Neuron SDK 1.13.0, we are introducing <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html#neuron-plugin-tensorboard"><span class="std std-ref">Neuron Plugin for TensorBoard</span></a> and we will no longer support classic TensorBoard-Neuron. Users are required to migrate to Neuron Plugin for TensorBoard.</p>
<p>Starting with Neuron SDK 1.13.0, if you are using TensorFlow-Neuron within DLAMI Conda environment, attempting to run <code class="docutils literal notranslate"><span class="pre">tensorboard</span></code> with the existing version of TensorBoard will fail. Please update the TensorBoard version before installing the Neuron plugin by running <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">TensorBoard</span> <span class="pre">--force-reinstall</span></code>, for installation instructions see <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html#neuron-plugin-tensorboard"><span class="std std-ref">Neuron Plugin for TensorBoard (Inf1)</span></a>.</p>
<p>Users who are using Neuron SDK releases before 1.13.0, can find classic TensorBoard-Neuron documentation at <a class="reference external" href="https://awsdocs-neuron.readthedocs-hosted.com/en/1.12.2/neuron-guide/neuron-tools/getting-started-tensorboard-neuron.html">Neuron 1.12.2 documentation</a>.</p>
<p>For more information see see <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html#neuron-tensorboard-rn"><span class="std std-ref">Neuron Plugin for TensorBoard Release Notes</span></a> and <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html#neuron-plugin-tensorboard"><span class="std std-ref">Neuron Plugin for TensorBoard (Inf1)</span></a>.</p>
</div>
<div class="section" id="end-of-support-for-python-3-5">
<span id="eol-python-3-5"></span><h2><a class="toc-backref" href="#id11">02/24/2021 - End of support for Python 3.5</a><a class="headerlink" href="#end-of-support-for-python-3-5" title="Permalink to this headline">#</a></h2>
<p>As Python 3.5 reached end-of-life in October 2020, and many packages including TorchVision and Transformers have
stopped support for Python 3.5, we will begin to stop supporting Python 3.5 for frameworks, starting with
PyTorch-Neuron version <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html#neuron-torch-11170"><span class="std std-ref">[1.1.7.0]</span></a> in this release. You can continue to use older versions with Python 3.5.</p>
</div>
<div class="section" id="end-of-support-for-onnx">
<h2><a class="toc-backref" href="#id12">11/17/2020 - End of support for ONNX</a><a class="headerlink" href="#end-of-support-for-onnx" title="Permalink to this headline">#</a></h2>
<p>ONNX support is limited and from this version onwards we are not
planning to add any additional capabilities to ONNX. We recommend
running models in TensorFlow, PyTorch or MXNet for best performance and
support.</p>
</div>
<div class="section" id="end-of-support-for-pytorch-1-3">
<h2><a class="toc-backref" href="#id13">07/16/2020 - End of support for PyTorch 1.3</a><a class="headerlink" href="#end-of-support-for-pytorch-1-3" title="Permalink to this headline">#</a></h2>
<p>Starting this release we are ending the support of PyTorch 1.3 and migrating to PyTorch 1.5.1, customers are advised to migrate to PyTorch 1.5.1.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:38.117Z
|
Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron1.x/eol-ncgs-env_2.html
|
# Announcing end of support for NEURONCORE\_GROUP\_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation
## Announcing end of support for `NEURONCORE_GROUP_SIZES` starting with Neuron 1.20.0 release[#](#announcing-end-of-support-for-neuroncore-group-sizes-starting-with-neuron-1-20-0-release "Permalink to this headline")
Starting with Neuron SDK 1.20.0, `NEURONCORE_GROUP_SIZES` environment variable will no longer be supported. Setting `NEURONCORE_GROUP_SIZES` environment variable will no longer affect applications behavior. Current customers using `NEURONCORE_GROUP_SIZES` environment variable are advised to use `NEURON_RT_VISIBLE_CORES` environment variable or `NEURON_RT_NUM_CORES` environment variable instead.
See [10/27/2021 - End of support for NeuronCore Groups (NCG)](announcements.html#eol-ncg), [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) and [Migrate your application to Neuron Runtime 2.x (libnrt.so)](../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt) for more information.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron1.x/eol-ncgs-env_2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron1.x/eol-ncgs-env_2.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron1.x/eol-ncgs-env_2.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/announcements/neuron1.x/eol-ncgs-env_2.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="announcing-end-of-support-for-neuroncore-group-sizes-starting-with-neuron-1-20-0-release">
<h1>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> starting with Neuron 1.20.0 release<a class="headerlink" href="#announcing-end-of-support-for-neuroncore-group-sizes-starting-with-neuron-1-20-0-release" title="Permalink to this headline">#</a></h1>
<p>Starting with Neuron SDK 1.20.0, <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer be supported. Setting
<code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable will no longer affect applications behavior.
Current customers using <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable are advised to use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> environment variable or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variable instead.</p>
<p>See <a class="reference internal" href="announcements.html#eol-ncg"><span class="std std-ref">10/27/2021 - End of support for NeuronCore Groups (NCG)</span></a>, <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> and <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:38.457Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/index.rst.txt
|
```
.. _pytorch-neuronx-main:
.. _neuron-pytorch:
PyTorch Neuron
==============
PyTorch Neuron unlocks high-performance and cost-effective deep learning acceleration on AWS Trainium-based and Inferentia-based Amazon EC2 instances.
PyTorch Neuron plugin architecture enables native PyTorch models to be accelerated on Neuron devices, so you can use your existing framework application and get started easily with minimal code changes.
.. _pytorch-neuronx-training:
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-setup
.. toctree::
:maxdepth: 1
:hidden:
Inference (Inf2 & Trn1) </frameworks/torch/inference-torch-neuronx>
Inference (Inf1) </frameworks/torch/inference-torch-neuron>
.. toctree::
:maxdepth: 1
:hidden:
Training </frameworks/torch/training-torch-neuronx>
.. note::
For help selecting a framework type for Inference, see:
:ref:`torch-neuron_vs_torch-neuronx`
.. card:: PyTorch Neuron(``torch-neuronx``) for Inference on ``Inf2`` & ``Trn1`` / ``Trn1n``
:link: inference-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron(``torch-neuron``) for Inference on ``Inf1``
:link: inference-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron(``torch-neuronx``) for Training on ``Trn1`` / ``Trn1n``
:link: training-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-neuronx-main:
.. _neuron-pytorch:
PyTorch Neuron
==============
PyTorch Neuron unlocks high-performance and cost-effective deep learning acceleration on AWS Trainium-based and Inferentia-based Amazon EC2 instances.
PyTorch Neuron plugin architecture enables native PyTorch models to be accelerated on Neuron devices, so you can use your existing framework application and get started easily with minimal code changes.
.. _pytorch-neuronx-training:
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-setup
.. toctree::
:maxdepth: 1
:hidden:
Inference (Inf2 & Trn1) </frameworks/torch/inference-torch-neuronx>
Inference (Inf1) </frameworks/torch/inference-torch-neuron>
.. toctree::
:maxdepth: 1
:hidden:
Training </frameworks/torch/training-torch-neuronx>
.. note::
For help selecting a framework type for Inference, see:
:ref:`torch-neuron_vs_torch-neuronx`
.. card:: PyTorch Neuron(``torch-neuronx``) for Inference on ``Inf2`` & ``Trn1`` / ``Trn1n``
:link: inference-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron(``torch-neuron``) for Inference on ``Inf1``
:link: inference-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron(``torch-neuronx``) for Training on ``Trn1`` / ``Trn1n``
:link: training-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small</pre></body></html>
|
2023-09-29T20:54:38.540Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-setup.rst.txt
|
```
.. _torch-setup:
Pytorch Neuron Setup
====================
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for Inf2, Trn1/Trn1n Instances
:link: setup-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron (``torch-neuron``) Setup for Inf1 Instances
:link: setup-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-setup:
Pytorch Neuron Setup
====================
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for Inf2, Trn1/Trn1n Instances
:link: setup-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron (``torch-neuron``) Setup for Inf1 Instances
:link: setup-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small</pre></body></html>
|
2023-09-29T20:54:38.569Z
|
|
Posts tagged announcements — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/index/tag/announcements.html
|
# Posts tagged announcements — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
[02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode](#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode)
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Posts tagged announcements — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<link rel="alternate" type="application/atom+xml" href="../../index/atom.xml" title="Posts tagged announcements">
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/index/tag/announcements", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/index/tag/announcements.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1></h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<div class="section">
<h1>
Posts tagged announcements
</h1>
<div class="section ablog-post">
<h2 class="ablog-post-title">
<a href="../../neuron1.x/announcements.html">Previous Announcements</a>
</h2>
<ul class="ablog-archive">
<li>
<i class="fa fa-calendar"></i> 17 February 2022
</li>
<li id="language">
<span><i class="fa-fw fa fa-language"></i></span>
<a href="../language/en.html">en</a>
</li>
<li id="tags">
<span><i class="fa-fw fa fa-tag"></i></span>
<a href="#">announcements</a>
</li>
</ul>
<div class="ablog-post-excerpt docutils container">
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<p><a class="reference internal" href="#tensorflow-neuron-versions-2-1-2-2-2-3-and-2-4-enter-maintenance-mode" id="id1">02/17/2022 - tensorflow-neuron versions 2.1, 2.2, 2.3 and 2.4 enter maintenance mode</a></p>
</div>
<p class="ablog-post-expand"><a href="../../neuron1.x/announcements.html"><em>Read more ...</em></a></p>
<hr>
</div>
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:38.674Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/inference-torch-neuronx.rst.txt
|
```
.. _inference-torch-neuronx:
Inference with ``torch-neuronx`` (Inf2 & Trn1/Trn1n)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx>
Additional Examples </frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx>
API Reference Guide </frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx>
Developer Guide </frameworks/torch/torch-neuronx/programming-guide/inference/index>
Misc </frameworks/torch/torch-neuronx/misc-inference-torch-neuronx>
.. include:: inference-torch-neuronx.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuronx:
Inference with ``torch-neuronx`` (Inf2 & Trn1/Trn1n)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx>
Additional Examples </frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx>
API Reference Guide </frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx>
Developer Guide </frameworks/torch/torch-neuronx/programming-guide/inference/index>
Misc </frameworks/torch/torch-neuronx/misc-inference-torch-neuronx>
.. include:: inference-torch-neuronx.txt</pre></body></html>
|
2023-09-29T20:54:38.800Z
|
|
Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/libraries/neuronx-distributed/tutorials/training_llama2_7b.html#llama2-7b-tp-zero1-tutorial
|
# Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation
## Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (`neuronx-distributed` )[#](#training-llama2-7b-with-tensor-parallelism-and-zero-1-optimizer-neuronx-distributed "Permalink to this headline")
In this section, we showcase to pretrain a Llama2 7B model by using the sequence parallel, selective checkpoint as well as constant mask optimization in the `neuronx-distributed` package.
Setting up environment:
For this experiment, we will use a ParallelCluster with at least four trn1-32xl compute nodes. [Train your model on ParallelCluster](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/training/parallelcluster/parallelcluster-training.html) introduces how to setup and use a ParallelCluster. We need first to create and activate a python virtual env on the head node of the ParallelCluster. Next follow the instructions mentioned here: [Install PyTorch Neuron on Trn1](../../../general/setup/torch-neuronx.html#setup-torch-neuronx) to install neuron python packages.
We also need to install the `neuronx-distributed` package using the following command:
```
python -m pip install neuronx_distributed --extra-index-url https://pip.repos.neuron.amazonaws.com
```
Let’s download the scripts for pretraining:
```
mkdir -p ~/examples/tp_zero1_llama2_7b_hf_pretrain
cd ~/examples/tp_zero1_llama2_7b_hf_pretrain
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/tp_zero1_llama2_7b_hf_pretrain.py
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/tp_zero1_llama2_7b_hf_pretrain.sh
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/modeling_llama2_nxd.py
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/adamw_fp32_optim_params.py
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/get_dataset.py
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/requirements.txt
wget https://raw.githubusercontent.com/aws-neuron/aws-neuron-samples/master/torch-neuronx/training/tp_zero1_llama2_7b_hf_pretrain/config.json
python3 -m pip install -r requirements.txt
chmod +x tp_zero1_llama2_7b_hf_pretrain.sh
```
To tokenize the data, we must request the tokenizer from hugging face and meta by following the instructions at the following link: [HuggingFace Llama 2 7B Model](https://huggingface.co/meta-llama/Llama-2-7b) .
Use of the Llama 2 model is governed by the Meta license. In order to download the model weights and tokenizer, please visit the above website and accept their License before requesting access. After access has been granted, you may use the download scripts provided by Meta to download the model weights and tokenizer to your cluster.
Once you have downloaded the tokenizer and model weights, you can copy the `tokenizer.model` to the `~/examples/tp_zero1_llama2_7b_hf_pretrain` directory.
Next let’s download and pre-process the dataset:
```
cd ~/examples/tp_zero1_llama2_7b_hf_pretrain
python3 get_dataset.py
```
In case you see an error of the following form when downloading data: ``huggingface_hub.utils._validators.HFValidationError: Repo id must be in the form 'repo_name' or 'namespace/repo_name': '/home/ubuntu/examples/tp_zero1_llama2_7b_hf_pretrain'. Use `repo_type` argument if needed.`` This could be because of a stale cache. Try deleting the cache using:
```
sudo rm -rf /home/ubuntu/.cache/
```
At this point, you are all set to start training.
Running training
We first pre-compile the graphs using the `neuron_parallel_compile`. Let’s run the command below:
```
sbatch --exclusive \
--nodes 4 \
--wrap="srun neuron_parallel_compile bash $(pwd)/tp_zero1_llama2_7b_hf_pretrain.sh"
```
This script uses a tensor-parallel size of 8. This will automatically set the zero-1 sharding degree to 16 (4 \* 32 workers / tensor\_parallel\_size). Once the graphs are compiled we can now run training and observe our loss goes down. To run the training, we just the above command but without `neuron_parallel_compile`.
```
sbatch --exclusive \
--nodes 4 \
--wrap="srun bash $(pwd)/tp_zero1_llama2_7b_hf_pretrain.sh"
```
Sequence Parallel
Please refer to [GPT-NeoX 6.9B tutorial](training-gpt-neox.html#gpt-neox-tp-zero1-tutorial) on how to enable sequence parallel.
On top of it, we further coalesced parallel matrix multiply to improve throughput:
- We coalesced `query`, `key` and `value` into one matrix multiply
- We coalesced `gate_proj` and `up_proj` into one matrix multiply
Please check `modeling_llama2_nxd.py` and `tp_dp_gpt_neox_20b_hf_pretrain.py` for details.
Selective Activation Checkpoint
Instead of checkpointing and recomputing full transformer layers, we checkpoint and recompute only parts of each transformer layer that take up a considerable amount of memory but are not computationally expensive to recompute, or selective activation recomputation:
- Rewrite the attention layer into `core_attn` function: it takes `query`, `key` and `value` as inputs and performs attention.
- We checkpoint `core_attn` with `torch.utils.checkpoint.checkpoint`.
Constant Attention Mask
In decoder transformer, we use casual attention masks to predict next token based on previous tokens. To enable it:
- We use a constant triangular matrix as the casual masks
- We detect constants in compiler with constant folding and save computation.
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed ) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "libraries/neuronx-distributed/tutorials/training_llama2_7b", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Flibraries/neuronx-distributed/tutorials/training_llama2_7b.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/libraries/neuronx-distributed/tutorials/training_llama2_7b.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/libraries/neuronx-distributed/tutorials/training_llama2_7b.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed )</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="training-llama2-7b-with-tensor-parallelism-and-zero-1-optimizer-neuronx-distributed">
<span id="llama2-7b-tp-zero1-tutorial"></span><h1>Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (<code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> )<a class="headerlink" href="#training-llama2-7b-with-tensor-parallelism-and-zero-1-optimizer-neuronx-distributed" title="Permalink to this headline">#</a></h1>
<p>In this section, we showcase to pretrain a Llama2 7B model by using the sequence parallel, selective
checkpoint as well as constant mask optimization in the <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> package.</p>
<p>Setting up environment:</p>
<p>For this experiment, we will use a ParallelCluster with at least four trn1-32xl compute nodes.
<a class="reference external" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/training/parallelcluster/parallelcluster-training.html">Train your model on ParallelCluster</a>
introduces how to setup and use a ParallelCluster.
We need first to create and activate a python virtual env on the head node of the ParallelCluster.
Next follow the instructions mentioned here:
<a class="reference internal" href="../../../general/setup/torch-neuronx.html#setup-torch-neuronx"><span class="std std-ref">Install PyTorch Neuron on Trn1</span></a> to install neuron python packages.</p>
<p>We also need to install the <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> package using the following command:</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="o">-</span><span class="n">m</span> <span class="n">pip</span> <span class="n">install</span> <span class="n">neuronx_distributed</span> <span class="o">--</span><span class="n">extra</span><span class="o">-</span><span class="n">index</span><span class="o">-</span><span class="n">url</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">pip</span><span class="o">.</span><span class="n">repos</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span>
</pre></div>
</div>
<p>Let’s download the scripts for pretraining:</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">mkdir</span> <span class="o">-</span><span class="n">p</span> <span class="o">~/</span><span class="n">examples</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span>
<span class="n">cd</span> <span class="o">~/</span><span class="n">examples</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">.</span><span class="n">py</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">.</span><span class="n">sh</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">modeling_llama2_nxd</span><span class="o">.</span><span class="n">py</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">adamw_fp32_optim_params</span><span class="o">.</span><span class="n">py</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">get_dataset</span><span class="o">.</span><span class="n">py</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">requirements</span><span class="o">.</span><span class="n">txt</span>
<span class="n">wget</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">raw</span><span class="o">.</span><span class="n">githubusercontent</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">/</span><span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">samples</span><span class="o">/</span><span class="n">master</span><span class="o">/</span><span class="n">torch</span><span class="o">-</span><span class="n">neuronx</span><span class="o">/</span><span class="n">training</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">/</span><span class="n">config</span><span class="o">.</span><span class="n">json</span>
<span class="n">python3</span> <span class="o">-</span><span class="n">m</span> <span class="n">pip</span> <span class="n">install</span> <span class="o">-</span><span class="n">r</span> <span class="n">requirements</span><span class="o">.</span><span class="n">txt</span>
<span class="n">chmod</span> <span class="o">+</span><span class="n">x</span> <span class="n">tp_zero1_llama2_7b_hf_pretrain</span><span class="o">.</span><span class="n">sh</span>
</pre></div>
</div>
<p>To tokenize the data, we must request the tokenizer from hugging face and meta by following the instructions at the following link: <a class="reference external" href="https://huggingface.co/meta-llama/Llama-2-7b">HuggingFace Llama 2 7B Model</a> .</p>
<p>Use of the Llama 2 model is governed by the Meta license. In order to download the model weights and tokenizer, please visit the above website and accept their License before requesting access. After access has been granted, you may use the download scripts provided by Meta to download the model weights and tokenizer to your cluster.</p>
<p>Once you have downloaded the tokenizer and model weights, you can copy the <code class="docutils literal notranslate"><span class="pre">tokenizer.model</span></code> to the <code class="docutils literal notranslate"><span class="pre">~/examples/tp_zero1_llama2_7b_hf_pretrain</span></code> directory.</p>
<p>Next let’s download and pre-process the dataset:</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">cd</span> <span class="o">~/</span><span class="n">examples</span><span class="o">/</span><span class="n">tp_zero1_llama2_7b_hf_pretrain</span>
<span class="n">python3</span> <span class="n">get_dataset</span><span class="o">.</span><span class="n">py</span>
</pre></div>
</div>
<p>In case you see an error of the following form when downloading data: <code class="docutils literal notranslate"><span class="pre">huggingface_hub.utils._validators.HFValidationError:</span> <span class="pre">Repo</span> <span class="pre">id</span> <span class="pre">must</span> <span class="pre">be</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">form</span> <span class="pre">'repo_name'</span> <span class="pre">or</span> <span class="pre">'namespace/repo_name':</span> <span class="pre">'/home/ubuntu/examples/tp_zero1_llama2_7b_hf_pretrain'.</span> <span class="pre">Use</span> <span class="pre">`repo_type`</span> <span class="pre">argument</span> <span class="pre">if</span> <span class="pre">needed.</span></code> This could be because of a stale cache. Try deleting the cache using:</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">sudo</span> <span class="n">rm</span> <span class="o">-</span><span class="n">rf</span> <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">ubuntu</span><span class="o">/.</span><span class="n">cache</span><span class="o">/</span>
</pre></div>
</div>
<p>At this point, you are all set to start training.</p>
<p>Running training</p>
<p>We first pre-compile the graphs using the <code class="docutils literal notranslate"><span class="pre">neuron_parallel_compile</span></code>. Let’s run the command below:</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">sbatch</span> <span class="o">--</span><span class="n">exclusive</span> \
<span class="o">--</span><span class="n">nodes</span> <span class="mi">4</span> \
<span class="o">--</span><span class="n">wrap</span><span class="o">=</span><span class="s2">"srun neuron_parallel_compile bash $(pwd)/tp_zero1_llama2_7b_hf_pretrain.sh"</span>
</pre></div>
</div>
<p>This script uses a tensor-parallel size of 8.
This will automatically set the zero-1 sharding degree to 16 (4 * 32 workers / tensor_parallel_size).
Once the graphs are compiled we can now run training and observe our loss goes down.
To run the training, we just the above command but without <code class="docutils literal notranslate"><span class="pre">neuron_parallel_compile</span></code>.</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">sbatch</span> <span class="o">--</span><span class="n">exclusive</span> \
<span class="o">--</span><span class="n">nodes</span> <span class="mi">4</span> \
<span class="o">--</span><span class="n">wrap</span><span class="o">=</span><span class="s2">"srun bash $(pwd)/tp_zero1_llama2_7b_hf_pretrain.sh"</span>
</pre></div>
</div>
<p>Sequence Parallel</p>
<p>Please refer to <a class="reference internal" href="training-gpt-neox.html#gpt-neox-tp-zero1-tutorial"><span class="std std-ref">GPT-NeoX 6.9B tutorial</span></a> on how to enable sequence parallel.</p>
<p>On top of it, we further coalesced parallel matrix multiply to improve throughput:</p>
<ul class="simple">
<li><p>We coalesced <code class="docutils literal notranslate"><span class="pre">query</span></code>, <code class="docutils literal notranslate"><span class="pre">key</span></code> and <code class="docutils literal notranslate"><span class="pre">value</span></code> into one matrix multiply</p></li>
<li><p>We coalesced <code class="docutils literal notranslate"><span class="pre">gate_proj</span></code> and <code class="docutils literal notranslate"><span class="pre">up_proj</span></code> into one matrix multiply</p></li>
</ul>
<p>Please check <code class="docutils literal notranslate"><span class="pre">modeling_llama2_nxd.py</span></code> and <code class="docutils literal notranslate"><span class="pre">tp_dp_gpt_neox_20b_hf_pretrain.py</span></code> for details.</p>
<p>Selective Activation Checkpoint</p>
<p>Instead of checkpointing and recomputing full transformer layers, we checkpoint and recompute only parts of each transformer
layer that take up a considerable amount of memory but are not computationally expensive to recompute, or selective activation
recomputation:</p>
<ul class="simple">
<li><p>Rewrite the attention layer into <code class="docutils literal notranslate"><span class="pre">core_attn</span></code> function: it takes <code class="docutils literal notranslate"><span class="pre">query</span></code>, <code class="docutils literal notranslate"><span class="pre">key</span></code> and <code class="docutils literal notranslate"><span class="pre">value</span></code> as inputs and performs attention.</p></li>
<li><p>We checkpoint <code class="docutils literal notranslate"><span class="pre">core_attn</span></code> with <code class="docutils literal notranslate"><span class="pre">torch.utils.checkpoint.checkpoint</span></code>.</p></li>
</ul>
<p>Constant Attention Mask</p>
<p>In decoder transformer, we use casual attention masks to predict next token based on previous tokens. To enable it:</p>
<ul class="simple">
<li><p>We use a constant triangular matrix as the casual masks</p></li>
<li><p>We detect constants in compiler with constant folding and save computation.</p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:38.895Z
|
TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.html#tensorflow-modeslserver-neuronx-rn
|
# TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation
Table of contents
- [TensorFlow Model Server Neuron \[2.9.3.0\]](#tensorflow-model-server-neuron-2-9-3-0)
- [TensorFlow Model Server Neuron \[2.8.9.0\]](#tensorflow-model-server-neuron-2-8-9-0)
- [TensorFlow Model Server Neuron \[2.8.1.0\]](#tensorflow-model-server-neuron-2-8-1-0)
- [TensorFlow Model Server Neuron \[2.7.3.0\]](#tensorflow-model-server-neuron-2-7-3-0)
- [TensorFlow Model Server Neuron \[2.6.5.0\]](#tensorflow-model-server-neuron-2-6-5-0)
This document lists the release notes for the TensorFlow-Model-Server-Neuron (`tensorflow-modeslserver-neuronx`) package.
## [TensorFlow Model Server Neuron \[2.6.5.0\]](#id5)[#](#tensorflow-model-server-neuron-2-6-5-0 "Permalink to this headline")
Date: 2/24/2023
First release of TensorFlow-Model-Server-Neuron (`tensorflow-modeslserver-neuronx`) package.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/release-notes/tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuronx.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-9-3-0">
TensorFlow Model Server Neuron [2.9.3.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-8-9-0">
TensorFlow Model Server Neuron [2.8.9.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-8-1-0">
TensorFlow Model Server Neuron [2.8.1.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-7-3-0">
TensorFlow Model Server Neuron [2.7.3.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-6-5-0">
TensorFlow Model Server Neuron [2.6.5.0]
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>TensorFlow-Model-Server-Neuron (tensorflow-modeslserver-neuronx) Release Notes</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-9-3-0">
TensorFlow Model Server Neuron [2.9.3.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-8-9-0">
TensorFlow Model Server Neuron [2.8.9.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-8-1-0">
TensorFlow Model Server Neuron [2.8.1.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-7-3-0">
TensorFlow Model Server Neuron [2.7.3.0]
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tensorflow-model-server-neuron-2-6-5-0">
TensorFlow Model Server Neuron [2.6.5.0]
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="tensorflow-model-server-neuron-tensorflow-modeslserver-neuronx-release-notes">
<span id="tensorflow-modeslserver-neuronx-rn"></span><h1>TensorFlow-Model-Server-Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-modeslserver-neuronx</span></code>) Release Notes<a class="headerlink" href="#tensorflow-model-server-neuron-tensorflow-modeslserver-neuronx-release-notes" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#tensorflow-model-server-neuron-2-9-3-0" id="id1">TensorFlow Model Server Neuron [2.9.3.0]</a></p></li>
<li><p><a class="reference internal" href="#tensorflow-model-server-neuron-2-8-9-0" id="id2">TensorFlow Model Server Neuron [2.8.9.0]</a></p></li>
<li><p><a class="reference internal" href="#tensorflow-model-server-neuron-2-8-1-0" id="id3">TensorFlow Model Server Neuron [2.8.1.0]</a></p></li>
<li><p><a class="reference internal" href="#tensorflow-model-server-neuron-2-7-3-0" id="id4">TensorFlow Model Server Neuron [2.7.3.0]</a></p></li>
<li><p><a class="reference internal" href="#tensorflow-model-server-neuron-2-6-5-0" id="id5">TensorFlow Model Server Neuron [2.6.5.0]</a></p></li>
</ul>
</div>
<p>This document lists the release notes for the
TensorFlow-Model-Server-Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-modeslserver-neuronx</span></code>) package.</p>
<div class="section" id="tensorflow-model-server-neuron-2-9-3-0">
<h2><a class="toc-backref" href="#id1">TensorFlow Model Server Neuron [2.9.3.0]</a><a class="headerlink" href="#tensorflow-model-server-neuron-2-9-3-0" title="Permalink to this headline">#</a></h2>
<p>Date: 7/19/2023</p>
<ul class="simple">
<li><p>Minor updates</p></li>
</ul>
</div>
<div class="section" id="tensorflow-model-server-neuron-2-8-9-0">
<h2><a class="toc-backref" href="#id2">TensorFlow Model Server Neuron [2.8.9.0]</a><a class="headerlink" href="#tensorflow-model-server-neuron-2-8-9-0" title="Permalink to this headline">#</a></h2>
<p>Date: 6/14/2023</p>
<ul class="simple">
<li><p>Minor updates</p></li>
</ul>
</div>
<div class="section" id="tensorflow-model-server-neuron-2-8-1-0">
<h2><a class="toc-backref" href="#id3">TensorFlow Model Server Neuron [2.8.1.0]</a><a class="headerlink" href="#tensorflow-model-server-neuron-2-8-1-0" title="Permalink to this headline">#</a></h2>
<p>Date: 5/1/2023</p>
<ul class="simple">
<li><p>Minor updates</p></li>
</ul>
</div>
<div class="section" id="tensorflow-model-server-neuron-2-7-3-0">
<h2><a class="toc-backref" href="#id4">TensorFlow Model Server Neuron [2.7.3.0]</a><a class="headerlink" href="#tensorflow-model-server-neuron-2-7-3-0" title="Permalink to this headline">#</a></h2>
<p>Date: 3/28/2023</p>
<ul class="simple">
<li><p>Minor updates</p></li>
</ul>
</div>
<div class="section" id="tensorflow-model-server-neuron-2-6-5-0">
<h2><a class="toc-backref" href="#id5">TensorFlow Model Server Neuron [2.6.5.0]</a><a class="headerlink" href="#tensorflow-model-server-neuron-2-6-5-0" title="Permalink to this headline">#</a></h2>
<p>Date: 2/24/2023</p>
<p>First release of TensorFlow-Model-Server-Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-modeslserver-neuronx</span></code>) package.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:38.975Z
|
Neuron Documentation Release Notes — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/documentation/neuron-documentation.html#neuron-documentation-rn
|
# Neuron Documentation Release Notes — AWS Neuron Documentation
## Neuron Documentation Release Notes[#](#neuron-documentation-release-notes "Permalink to this headline")
## [Neuron 2.14.0](#id13)[#](#neuron-2-14-0 "Permalink to this headline")
Date: 09/15/2023
- Neuron Calculator now supports multiple model configurations for Tensor Parallel Degree computation. See [Neuron Calculator](../../general/calculator/neuron-calculator.html#neuron-calculator)
- Announcement to deprecate `--model-type=transformer-inference` flag. See [Announcing deprecation for --model-type=transformer-inference compiler flag](../../general/announcements/neuron2.x/announce-deprecation-transformer-flag.html#announce-deprecation-transformer-flag)
- Updated HF ViT benchmarking script to use `--model-type=transformer` flag. See \[script\]
- Updated `torch_neuronx.analyze` API documentation. See [PyTorch Neuron (torch-neuronx) Analyze API for Inference](../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html#torch-neuronx-analyze-api)
- Updated Performance benchmarking numbers for models on Inf1,Inf2 and Trn1 instances with 2.14 release bits. See \_benchmark
- New tutorial for Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer using `neuronx-distributed` [Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed )](../../libraries/neuronx-distributed/tutorials/training_llama2_7b.html#llama2-7b-tp-zero1-tutorial)
- New tutorial for `T5-3B` model inference using `neuronx-distributed` ([tutorial](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.ipynb))
- Updated `Neuron Persistent Cache` documentation regarding clarification of flags parsed by `neuron_cc_wrapper` tool which is a wrapper over `Neuron Compiler CLI`. See [Neuron Persistent Cache](../../general/arch/neuron-features/neuron-caching.html#neuron-caching)
- Added `tokenizers_parallelism=true` in various notebook scripts to supress tokenizer warnings making errors easier to detect
- Updated Neuron device plugin and scheduler YAMLs to point to latest images. See [yaml configs](https://github.com/aws-neuron/aws-neuron-sdk/tree/master/src/k8)
- Added notebook script to fine-tune `deepmind/language-perceiver` model using `torch-neuronx`. See [sample script](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_text_classification/LanguagePerceiver.ipynb)
- Added notebook script to fine-tune `clip-large` model using `torch-neuronx`. See [sample script](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_contrastive_image_text/CLIPLarge.ipynb)
- Added `SD XL Base+Refiner` inference sample script using `torch-neuronx`. See [sample script](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_base_and_refiner_1024_inference.ipynb)
- Upgraded default `diffusers` library from 0.14.0 to latest 0.20.2 in `Stable Diffusion 1.5` and `Stable Diffusion 2.1` inference scripts. See [sample scripts](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference)
- Added `Llama-2-13B` model training script using `neuronx-nemo-megatron` ( [tutorial](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md) )
## [Neuron 2.13.0](#id14)[#](#neuron-2-13-0 "Permalink to this headline")
Date: 08/28/2023
- Added tutorials for GPT-NEOX 6.9B and 20B models training using neuronx-distributed. See more at [Tutorials for Neuron Distributed (neuronx-distributed )](../../libraries/neuronx-distributed/tutorials/index.html#tp-tutorials)
- Added TensorFlow 2.x (`tensorflow-neuronx`) analyze\_model API section. See more at [TensorFlow 2.x (tensorflow-neuron) analyze\_model API](../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html#tensorflow-ref-neuron-analyze-model-api)
- Updated setup instructions to fix path of existing virtual environments in DLAMIs. See more at [setup guide](../../general/setup/index.html#setup-guide-index)
- Updated setup instructions to fix pinned versions in upgrade instructions of setup guide. See more at [setup guide](../../general/setup/index.html#setup-guide-index)
- Updated tensorflow-neuron HF distilbert tutorial to improve performance by removing HF pipeline. See more at \[html\] [\[notebook\]](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/tensorflow/huggingface_bert/huggingface_bert.ipynb)
- Updated training troubleshooting guide in torch-neuronx to describe network Connectivity Issue on trn1/trn1n 32xlarge with Ubuntu. See more at [PyTorch Neuron (torch-neuronx) for Training Troubleshooting Guide](../../frameworks/torch/torch-neuronx/training-troubleshooting.html#pytorch-neuron-traning-troubleshooting)
- Added “Unsupported Hardware Operator Code” section to Neuron Runtime Troubleshooting page. See more at [Neuron Runtime Troubleshooting on Inf1, Inf2 and Trn1](../../neuron-runtime/nrt-troubleshoot.html#nrt-troubleshooting)
- Removed ‘Experimental’ tag from `neuronx-distributed` section for training. `neuronx-distributed` Training is now considered stable and `neuronx-distributed` inference is considered as experimental.
- Added FLOP count(`flop_count`) and connected Neuron Device ids (`connected_devices`) to sysfs userguide. See [Neuron Sysfs User Guide](../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug)
- Added tutorial for `T5` model inference. See more at [\[notebook\]](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb)
- Updated neuronx-distributed api guide and inference tutorial. See more at [API Reference Guide (neuronx-distributed )](../../libraries/neuronx-distributed/api_guide.html#api-guide) and [Inference with Tensor Parallelism (neuronx-distributed) \[Experimental\]](../../libraries/neuronx-distributed/tutorials/inference.html#tp-inference-tutorial)
- Announcing End of support for `AWS Neuron reference for Megatron-LM` starting Neuron 2.13. See more at [AWS Neuron reference for Megatron-LM no longer supported](../../general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html#announce-eol-megatronlm)
- Announcing end of support for `torch-neuron` version 1.9 starting Neuron 2.14. See more at [Announcing end of support for torch-neuron version 1.9](../../general/announcements/neuron2.x/announce-eos-pytorch-1-9.html#announce-eol-pytorch19)
- Upgraded `numpy` version to `1.21.6` in various training scripts for [Text Classification](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training)
- Added license for Nemo Megatron to SDK Maintenance Policy. See more at [SDK Maintenance Policy](../../general/sdk-policy.html#sdk-maintenance-policy)
- Updated `bert-japanese` training Script to use `multilingual-sentiments` dataset. See [\`](#id3)hf-bert-jp <[https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf\_bert\_jp](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp)\> [\`](#id5)\_
- Added sample script for LLaMA V2 13B model inference using transformers-neuronx. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- Added samples for training GPT-NEOX 20B and 6.9B models using neuronx-distributed. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- Added sample scripts for CLIP and Stable Diffusion XL inference using torch-neuronx. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- Added sample scripts for vision and language Perceiver models inference using torch-neuronx. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- Added camembert training/finetuning example for Trn1 under hf\_text\_classification in torch-neuronx. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- Updated Fine-tuning Hugging Face BERT Japanese model sample in torch-neuronx. See [neuron samples repo](https://github.com/aws-neuron/aws-neuron-samples/)
- See more neuron samples changes in [neuron samples release notes](https://github.com/aws-neuron/aws-neuron-samples/blob/master/releasenotes.md)
- Added samples for pre-training GPT-3 23B, 46B and 175B models using neuronx-nemo-megatron library. See [aws-neuron-parallelcluster-samples](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples)
- Announced End of Support for GPT-3 training using aws-neuron-reference-for-megatron-lm library. See [aws-neuron-parallelcluster-samples](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples)
- Updated bert-fine-tuning SageMaker sample by replacing amazon\_reviews\_multi dataset with amazon\_polarity dataset. See [aws-neuron-sagemaker-samples](https://github.com/aws-neuron/aws-neuron-sagemaker-samples)
## [Neuron 2.12.0](#id15)[#](#neuron-2-12-0 "Permalink to this headline")
Date: 07/19/2023
- Added best practices user guide for benchmarking performance of Neuron Devices [Benchmarking Guide and Helper scripts](https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/microbenchmark)
- Announcing end of support for Ubuntu 18. See more at [Announcing end of support for Ubuntu 18](../../general/announcements/neuron2.x/announce-eol-ubuntu-18.html#announce-eol-ubuntu18)
- Improved sidebar navigation in Documentation.
- Removed support for Distributed Data Parallel(DDP) Tutorial.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron Documentation Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/documentation/neuron-documentation", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/documentation/neuron-documentation.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/documentation/neuron-documentation.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/release-notes/documentation/neuron-documentation.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-14-0">
Neuron 2.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0">
Neuron 2.13.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0">
Neuron 2.12.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0">
Neuron 2.11.0
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Neuron Documentation Release Notes</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-14-0">
Neuron 2.14.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0">
Neuron 2.13.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0">
Neuron 2.12.0
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0">
Neuron 2.11.0
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuron-documentation-release-notes">
<span id="neuron-documentation-rn"></span><h1>Neuron Documentation Release Notes<a class="headerlink" href="#neuron-documentation-release-notes" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#neuron-2-14-0" id="id13">Neuron 2.14.0</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-0" id="id14">Neuron 2.13.0</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-0" id="id15">Neuron 2.12.0</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-11-0" id="id16">Neuron 2.11.0</a></p></li>
</ul>
</div>
<div class="section" id="neuron-2-14-0">
<h2><a class="toc-backref" href="#id13">Neuron 2.14.0</a><a class="headerlink" href="#neuron-2-14-0" title="Permalink to this headline">#</a></h2>
<p>Date: 09/15/2023</p>
<ul class="simple">
<li><p>Neuron Calculator now supports multiple model configurations for Tensor Parallel Degree computation. See <a class="reference internal" href="../../general/calculator/neuron-calculator.html#neuron-calculator"><span class="std std-ref">Neuron Calculator</span></a></p></li>
<li><p>Announcement to deprecate <code class="docutils literal notranslate"><span class="pre">--model-type=transformer-inference</span></code> flag. See <a class="reference internal" href="../../general/announcements/neuron2.x/announce-deprecation-transformer-flag.html#announce-deprecation-transformer-flag"><span class="std std-ref">Announcing deprecation for --model-type=transformer-inference compiler flag</span></a></p></li>
<li><p>Updated HF ViT benchmarking script to use <code class="docutils literal notranslate"><span class="pre">--model-type=transformer</span></code> flag. See <span class="xref std std-ref">[script]</span></p></li>
<li><p>Updated <code class="docutils literal notranslate"><span class="pre">torch_neuronx.analyze</span></code> API documentation. See <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html#torch-neuronx-analyze-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Analyze API for Inference</span></a></p></li>
<li><p>Updated Performance benchmarking numbers for models on Inf1,Inf2 and Trn1 instances with 2.14 release bits. See <span class="xref std std-ref">_benchmark</span></p></li>
<li><p>New tutorial for Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer using <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training_llama2_7b.html#llama2-7b-tp-zero1-tutorial"><span class="std std-ref">Training Llama2 7B with Tensor Parallelism and ZeRO-1 Optimizer (neuronx-distributed )</span></a></p></li>
<li><p>New tutorial for <code class="docutils literal notranslate"><span class="pre">T5-3B</span></code> model inference using <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> (<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.ipynb">tutorial</a>)</p></li>
<li><p>Updated <code class="docutils literal notranslate"><span class="pre">Neuron</span> <span class="pre">Persistent</span> <span class="pre">Cache</span></code> documentation regarding clarification of flags parsed by <code class="docutils literal notranslate"><span class="pre">neuron_cc_wrapper</span></code> tool which is a wrapper over <code class="docutils literal notranslate"><span class="pre">Neuron</span> <span class="pre">Compiler</span> <span class="pre">CLI</span></code>. See <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html#neuron-caching"><span class="std std-ref">Neuron Persistent Cache</span></a></p></li>
<li><p>Added <code class="docutils literal notranslate"><span class="pre">tokenizers_parallelism=true</span></code> in various notebook scripts to supress tokenizer warnings making errors easier to detect</p></li>
<li><p>Updated Neuron device plugin and scheduler YAMLs to point to latest images. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/tree/master/src/k8">yaml configs</a></p></li>
<li><p>Added notebook script to fine-tune <code class="docutils literal notranslate"><span class="pre">deepmind/language-perceiver</span></code> model using <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_text_classification/LanguagePerceiver.ipynb">sample script</a></p></li>
<li><p>Added notebook script to fine-tune <code class="docutils literal notranslate"><span class="pre">clip-large</span></code> model using <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_contrastive_image_text/CLIPLarge.ipynb">sample script</a></p></li>
<li><p>Added <code class="docutils literal notranslate"><span class="pre">SD</span> <span class="pre">XL</span> <span class="pre">Base+Refiner</span></code> inference sample script using <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference/hf_pretrained_sdxl_base_and_refiner_1024_inference.ipynb">sample script</a></p></li>
<li><p>Upgraded default <code class="docutils literal notranslate"><span class="pre">diffusers</span></code> library from 0.14.0 to latest 0.20.2 in <code class="docutils literal notranslate"><span class="pre">Stable</span> <span class="pre">Diffusion</span> <span class="pre">1.5</span></code> and <code class="docutils literal notranslate"><span class="pre">Stable</span> <span class="pre">Diffusion</span> <span class="pre">2.1</span></code> inference scripts. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/inference">sample scripts</a></p></li>
<li><p>Added <code class="docutils literal notranslate"><span class="pre">Llama-2-13B</span></code> model training script using <code class="docutils literal notranslate"><span class="pre">neuronx-nemo-megatron</span></code> ( <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/neuronx-nemo-megatron-llamav2-job.md">tutorial</a> )</p></li>
</ul>
</div>
<div class="section" id="neuron-2-13-0">
<h2><a class="toc-backref" href="#id14">Neuron 2.13.0</a><a class="headerlink" href="#neuron-2-13-0" title="Permalink to this headline">#</a></h2>
<p>Date: 08/28/2023</p>
<ul class="simple">
<li><p>Added tutorials for GPT-NEOX 6.9B and 20B models training using neuronx-distributed. See more at <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html#tp-tutorials"><span class="std std-ref">Tutorials for Neuron Distributed (neuronx-distributed )</span></a></p></li>
<li><p>Added TensorFlow 2.x (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) analyze_model API section. See more at <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html#tensorflow-ref-neuron-analyze-model-api"><span class="std std-ref">TensorFlow 2.x (tensorflow-neuron) analyze_model API</span></a></p></li>
<li><p>Updated setup instructions to fix path of existing virtual environments in DLAMIs. See more at <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">setup guide</span></a></p></li>
<li><p>Updated setup instructions to fix pinned versions in upgrade instructions of setup guide. See more at <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">setup guide</span></a></p></li>
<li><p>Updated tensorflow-neuron HF distilbert tutorial to improve performance by removing HF pipeline. See more at <span class="xref std std-ref">[html]</span> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/tensorflow/huggingface_bert/huggingface_bert.ipynb">[notebook]</a></p></li>
<li><p>Updated training troubleshooting guide in torch-neuronx to describe network Connectivity Issue on trn1/trn1n 32xlarge with Ubuntu. See more at <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html#pytorch-neuron-traning-troubleshooting"><span class="std std-ref">PyTorch Neuron (torch-neuronx) for Training Troubleshooting Guide</span></a></p></li>
<li><p>Added “Unsupported Hardware Operator Code” section to Neuron Runtime Troubleshooting page. See more at <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html#nrt-troubleshooting"><span class="std std-ref">Neuron Runtime Troubleshooting on Inf1, Inf2 and Trn1</span></a></p></li>
<li><p>Removed ‘Experimental’ tag from <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> section for training. <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> Training is now considered stable and <code class="docutils literal notranslate"><span class="pre">neuronx-distributed</span></code> inference is considered as experimental.</p></li>
<li><p>Added FLOP count(<code class="docutils literal notranslate"><span class="pre">flop_count</span></code>) and connected Neuron Device ids (<code class="docutils literal notranslate"><span class="pre">connected_devices</span></code>) to sysfs userguide. See <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html#neuron-sysfs-ug"><span class="std std-ref">Neuron Sysfs User Guide</span></a></p></li>
<li><p>Added tutorial for <code class="docutils literal notranslate"><span class="pre">T5</span></code> model inference. See more at <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb">[notebook]</a></p></li>
<li><p>Updated neuronx-distributed api guide and inference tutorial. See more at <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html#api-guide"><span class="std std-ref">API Reference Guide (neuronx-distributed )</span></a> and <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html#tp-inference-tutorial"><span class="std std-ref">Inference with Tensor Parallelism (neuronx-distributed) [Experimental]</span></a></p></li>
<li><p>Announcing End of support for <code class="docutils literal notranslate"><span class="pre">AWS</span> <span class="pre">Neuron</span> <span class="pre">reference</span> <span class="pre">for</span> <span class="pre">Megatron-LM</span></code> starting Neuron 2.13. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eos-megatronlm-2-13.html#announce-eol-megatronlm"><span class="std std-ref">AWS Neuron reference for Megatron-LM no longer supported</span></a></p></li>
<li><p>Announcing end of support for <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> version 1.9 starting Neuron 2.14. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eos-pytorch-1-9.html#announce-eol-pytorch19"><span class="std std-ref">Announcing end of support for torch-neuron version 1.9</span></a></p></li>
<li><p>Upgraded <code class="docutils literal notranslate"><span class="pre">numpy</span></code> version to <code class="docutils literal notranslate"><span class="pre">1.21.6</span></code> in various training scripts for <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">Text Classification</a></p></li>
<li><p>Added license for Nemo Megatron to SDK Maintenance Policy. See more at <a class="reference internal" href="../../general/sdk-policy.html#sdk-maintenance-policy"><span class="std std-ref">SDK Maintenance Policy</span></a></p></li>
<li><p>Updated <code class="docutils literal notranslate"><span class="pre">bert-japanese</span></code> training Script to use <code class="docutils literal notranslate"><span class="pre">multilingual-sentiments</span></code> dataset. See <a href="#id3"><span class="problematic" id="id4">`</span></a>hf-bert-jp <<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp">https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training/hf_bert_jp</a>> <a href="#id5"><span class="problematic" id="id6">`</span></a>_</p></li>
<li><p>Added sample script for LLaMA V2 13B model inference using transformers-neuronx. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>Added samples for training GPT-NEOX 20B and 6.9B models using neuronx-distributed. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>Added sample scripts for CLIP and Stable Diffusion XL inference using torch-neuronx. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>Added sample scripts for vision and language Perceiver models inference using torch-neuronx. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>Added camembert training/finetuning example for Trn1 under hf_text_classification in torch-neuronx. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>Updated Fine-tuning Hugging Face BERT Japanese model sample in torch-neuronx. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/">neuron samples repo</a></p></li>
<li><p>See more neuron samples changes in <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/releasenotes.md">neuron samples release notes</a></p></li>
<li><p>Added samples for pre-training GPT-3 23B, 46B and 175B models using neuronx-nemo-megatron library. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">aws-neuron-parallelcluster-samples</a></p></li>
<li><p>Announced End of Support for GPT-3 training using aws-neuron-reference-for-megatron-lm library. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">aws-neuron-parallelcluster-samples</a></p></li>
<li><p>Updated bert-fine-tuning SageMaker sample by replacing amazon_reviews_multi dataset with amazon_polarity dataset. See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">aws-neuron-sagemaker-samples</a></p></li>
</ul>
</div>
<div class="section" id="neuron-2-12-0">
<h2><a class="toc-backref" href="#id15">Neuron 2.12.0</a><a class="headerlink" href="#neuron-2-12-0" title="Permalink to this headline">#</a></h2>
<p>Date: 07/19/2023</p>
<ul class="simple">
<li><p>Added best practices user guide for benchmarking performance of Neuron Devices <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/microbenchmark">Benchmarking Guide and Helper scripts</a></p></li>
<li><p>Announcing end of support for Ubuntu 18. See more at <a class="reference internal" href="../../general/announcements/neuron2.x/announce-eol-ubuntu-18.html#announce-eol-ubuntu18"><span class="std std-ref">Announcing end of support for Ubuntu 18</span></a></p></li>
<li><p>Improved sidebar navigation in Documentation.</p></li>
<li><p>Removed support for Distributed Data Parallel(DDP) Tutorial.</p></li>
</ul>
</div>
<div class="section" id="neuron-2-11-0">
<h2><a class="toc-backref" href="#id16">Neuron 2.11.0</a><a class="headerlink" href="#neuron-2-11-0" title="Permalink to this headline">#</a></h2>
<p>Date: 06/14/2023</p>
<ul class="simple">
<li><p>New <a class="reference internal" href="../../general/calculator/neuron-calculator.html#neuron-calculator"><span class="std std-ref">Neuron Calculator</span></a> Documentation section to help determine number of Neuron Cores needed for LLM Inference.</p></li>
<li><p>Added App Note <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#neuron-llm-inference"><span class="std std-ref">Generative LLM inference with Neuron</span></a></p></li>
<li><p>New <code class="docutils literal notranslate"><span class="pre">ML</span> <span class="pre">Libraries</span></code> Documentation section to have <a class="reference internal" href="../../libraries/neuronx-distributed/index.html#neuronx-distributed-index"><span class="std std-ref">Neuron Distributed</span></a> and <a class="reference internal" href="../../libraries/transformers-neuronx/index.html#transformers-neuronx-readme"><span class="std std-ref">Transformers Neuron (transformers-neuronx)</span></a></p></li>
<li><p>Improved Installation and Setup Guides for the different platforms supported. See more at <a class="reference internal" href="../../general/setup/index.html#setup-guide-index"><span class="std std-ref">Setup Guide</span></a></p></li>
<li><p>Added Tutorial <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html#setup-trn1-multi-node-execution"><span class="std std-ref">How to prepare trn1.32xlarge for multi-node execution</span></a></p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:39.178Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.rst.txt
|
```
.. _inference-torch-neuronx-tutorials:
Tutorials for Inference (``torch-neuronx``)
===========================================
.. toctree::
:maxdepth: 1
:hidden:
/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.ipynb
/frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx
/frameworks/torch/torch-neuron/tutorials/tutorial-libtorch
/src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.ipynb
/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb
.. include:: /frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuronx-tutorials:
Tutorials for Inference (``torch-neuronx``)
===========================================
.. toctree::
:maxdepth: 1
:hidden:
/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.ipynb
/frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx
/frameworks/torch/torch-neuron/tutorials/tutorial-libtorch
/src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.ipynb
/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb
.. include:: /frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.txt
</pre></body></html>
|
2023-09-29T20:54:39.371Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.ipynb.txt
|
```
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "e11b2ce1",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "59a44364",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a HuggingFace 🤗 Transformers BERT model for accelerated inference on Neuron. In this tutorial, we will be deploying directly on Trn1/Inf2 instances. If you are looking to deploy this model through SageMaker on Inf2 instance, please visit the [Sagemaker samples repository](https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker). \n",
"\n",
"This tutorial will use the [bert-base-cased-finetuned-mrpc](https://huggingface.co/bert-base-cased-finetuned-mrpc) model. This model has 12 layers, 768 hidden dimensions, 12 attention heads, and 110M total parameters. The final layer is a binary classification head that has been trained on the Microsoft Research Paraphrase Corpus (`mrpc`). The input to the model is two sentences and the output of the model is whether or not those sentences are a paraphrase of each other. \n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the BERT model\n",
"1. Run inference on Neuron and compare results to CPU\n",
"1. Benchmark the model using multicore inference\n",
"1. Finding the optimal batch size\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "9ceecb92",
"metadata": {},
"source": [
"## Install dependencies\n",
"\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `transformers`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1/Inf2 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "66392b0b",
"metadata": {},
"outputs": [],
"source": [
"%env TOKENIZERS_PARALLELISM=True #Supresses tokenizer warnings making errors easier to detect\n",
"!pip install --upgrade transformers"
]
},
{
"cell_type": "markdown",
"id": "82533d8e",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the BERT model and tokenizer, get a sample input, run inference on CPU, compile the model for Neuron using `torch_neuronx.trace()`, and save the optimized model as `TorchScript`.\n",
"\n",
"`torch_neuronx.trace()` expects a tensor or tuple of tensor inputs to use for tracing, so we unpack the tokenizer output using the `encode` function. \n",
"\n",
"The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur.\n",
"\n",
"For language models, the shape of the tokenizer tensors can vary based on the length of input sentence. We can satisfy the Neuron restriction of using a fixed shape input by padding all varying input tensors to a specified length. In a deployment scenario, the padding size should be chosen based on the maximum token length that is expected to occur for the application.\n",
"\n",
"In the following section we will assume that we will receive a maximum of 128 tokens at inference time. We will pad our example inputs by using `padding='max_length'` and to avoid potential errors caused by creating a tensor that is larger than `max_length=128`, we will always tokenize using `truncation=True`."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0c9aac5e",
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_neuronx\n",
"from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
"import transformers\n",
"\n",
"\n",
"def encode(tokenizer, *inputs, max_length=128, batch_size=1):\n",
" tokens = tokenizer.encode_plus(\n",
" *inputs,\n",
" max_length=max_length,\n",
" padding='max_length',\n",
" truncation=True,\n",
" return_tensors=\"pt\"\n",
" )\n",
" return (\n",
" torch.repeat_interleave(tokens['input_ids'], batch_size, 0),\n",
" torch.repeat_interleave(tokens['attention_mask'], batch_size, 0),\n",
" torch.repeat_interleave(tokens['token_type_ids'], batch_size, 0),\n",
" )\n",
"\n",
"\n",
"# Create the tokenizer and model\n",
"name = \"bert-base-cased-finetuned-mrpc\"\n",
"tokenizer = AutoTokenizer.from_pretrained(name)\n",
"model = AutoModelForSequenceClassification.from_pretrained(name, torchscript=True)\n",
"\n",
"# Set up some example inputs\n",
"sequence_0 = \"The company HuggingFace is based in New York City\"\n",
"sequence_1 = \"Apples are especially bad for your health\"\n",
"sequence_2 = \"HuggingFace's headquarters are situated in Manhattan\"\n",
"\n",
"paraphrase = encode(tokenizer, sequence_0, sequence_2)\n",
"not_paraphrase = encode(tokenizer, sequence_0, sequence_1)\n",
"\n",
"# Run the original PyTorch BERT model on CPU\n",
"cpu_paraphrase_logits = model(*paraphrase)[0]\n",
"cpu_not_paraphrase_logits = model(*not_paraphrase)[0]\n",
"\n",
"# Compile the model for Neuron\n",
"model_neuron = torch_neuronx.trace(model, paraphrase)\n",
"\n",
"# Save the TorchScript for inference deployment\n",
"filename = 'model.pt'\n",
"torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "markdown",
"id": "53e9605d",
"metadata": {},
"source": [
"## Run inference and compare results\n",
"\n",
"In this section we load the compiled model, run inference on Neuron, and compare the CPU and Neuron outputs.\n",
"\n",
"NOTE: Although this tutorial section uses one NeuronCore (and the next section uses two NeuronCores), by default each Jupyter notebook Python process will attempt to take ownership of all NeuronCores visible on the instance. For multi-process applications where each process should only use a subset of the NeuronCores on the instance you can use NEURON_RT_NUM_CORES=N or NEURON_RT_VISIBLE_CORES=< list of NeuronCore IDs > when starting the Jupyter notebook as described in [NeuronCore Allocation and Model Placement for Inference](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a8d509aa",
"metadata": {},
"outputs": [],
"source": [
"# Load the TorchScript compiled model\n",
"model_neuron = torch.jit.load(filename)\n",
"\n",
"# Verify the TorchScript works on both example inputs\n",
"neuron_paraphrase_logits = model_neuron(*paraphrase)[0]\n",
"neuron_not_paraphrase_logits = model_neuron(*not_paraphrase)[0]\n",
"\n",
"# Compare the results\n",
"print('CPU paraphrase logits: ', cpu_paraphrase_logits.detach().numpy())\n",
"print('Neuron paraphrase logits: ', neuron_paraphrase_logits.detach().numpy())\n",
"print('CPU not-paraphrase logits: ', cpu_not_paraphrase_logits.detach().numpy())\n",
"print('Neuron not-paraphrase logits: ', neuron_not_paraphrase_logits.detach().numpy())"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "a4553cc9",
"metadata": {},
"source": [
"## Benchmarking\n",
"\n",
"In this section we benchmark the performance of the BERT model on Neuron. By default, models compiled with `torch_neuronx` will always execute on a *single* NeuronCore. When loading *multiple* models, the default behavior of the Neuron runtime is to evenly distribute models across all available NeuronCores. The runtime places models on the NeuronCore that has the fewest models loaded to it first. In the following section, we will `torch.jit.load` multiple instances of the model which should each be loaded onto their own NeuronCore. It is not useful to load more copies of a model than the number of NeuronCores on the instance since an individual NeuronCore can only execute one model at a time.\n",
"\n",
"To ensure that we are maximizing hardware utilization, we must run inferences using multiple threads in parallel. It is nearly always recommended to use some form of threading/multiprocessing and some form of model replication since even the smallest Neuron EC2 instance has 2 NeuronCores available. Applications with no form of threading are only capable of `1 / num_neuron_cores` hardware utilization which becomes especially problematic on large instances.\n",
"\n",
"One way to view the hardware utilization is by executing the `neuron-top` application in the terminal while the benchmark is executing. If the monitor shows >90% utilization on all NeuronCores, this is a good indication that the hardware is being utilized effectively.\n",
"\n",
"In this example we load two models, which utilizes all NeuronCores (2) on a `trn1.2xlarge` or `inf2.xlarge` instance. Additional models can be loaded and run in parallel on larger Trn1 or Inf2 instance sizes to increase throughput.\n",
"\n",
"We define a benchmarking function that loads two optimized BERT models onto two separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c9e14b0d",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import concurrent.futures\n",
"import numpy as np\n",
"\n",
"\n",
"def benchmark(filename, example, n_models=2, n_threads=2, batches_per_thread=1000):\n",
" \"\"\"\n",
" Record performance statistics for a serialized model and its input example.\n",
"\n",
" Arguments:\n",
" filename: The serialized torchscript model to load for benchmarking.\n",
" example: An example model input.\n",
" n_models: The number of models to load.\n",
" n_threads: The number of simultaneous threads to execute inferences on.\n",
" batches_per_thread: The number of example batches to run per thread.\n",
"\n",
" Returns:\n",
" A dictionary of performance statistics.\n",
" \"\"\"\n",
"\n",
" # Load models\n",
" models = [torch.jit.load(filename) for _ in range(n_models)]\n",
"\n",
" # Warmup\n",
" for _ in range(8):\n",
" for model in models:\n",
" model(*example)\n",
"\n",
" latencies = []\n",
"\n",
" # Thread task\n",
" def task(model):\n",
" for _ in range(batches_per_thread):\n",
" start = time.time()\n",
" model(*example)\n",
" finish = time.time()\n",
" latencies.append((finish - start) * 1000)\n",
"\n",
" # Submit tasks\n",
" begin = time.time()\n",
" with concurrent.futures.ThreadPoolExecutor(max_workers=n_threads) as pool:\n",
" for i in range(n_threads):\n",
" pool.submit(task, models[i % len(models)])\n",
" end = time.time()\n",
"\n",
" # Compute metrics\n",
" boundaries = [50, 95, 99]\n",
" percentiles = {}\n",
"\n",
" for boundary in boundaries:\n",
" name = f'latency_p{boundary}'\n",
" percentiles[name] = np.percentile(latencies, boundary)\n",
" duration = end - begin\n",
" batch_size = 0\n",
" for tensor in example:\n",
" if batch_size == 0:\n",
" batch_size = tensor.shape[0]\n",
" inferences = len(latencies) * batch_size\n",
" throughput = inferences / duration\n",
"\n",
" # Metrics\n",
" metrics = {\n",
" 'filename': str(filename),\n",
" 'batch_size': batch_size,\n",
" 'batches': len(latencies),\n",
" 'inferences': inferences,\n",
" 'threads': n_threads,\n",
" 'models': n_models,\n",
" 'duration': duration,\n",
" 'throughput': throughput,\n",
" **percentiles,\n",
" }\n",
"\n",
" display(metrics)\n",
"\n",
"\n",
"def display(metrics):\n",
" \"\"\"\n",
" Display the metrics produced by `benchmark` function.\n",
"\n",
" Args:\n",
" metrics: A dictionary of performance statistics.\n",
" \"\"\"\n",
" pad = max(map(len, metrics)) + 1\n",
" for key, value in metrics.items():\n",
"\n",
" parts = key.split('_')\n",
" parts = list(map(str.title, parts))\n",
" title = ' '.join(parts) + \":\"\n",
"\n",
" if isinstance(value, float):\n",
" value = f'{value:0.3f}'\n",
"\n",
" print(f'{title :<{pad}} {value}')\n",
"\n",
"\n",
"# Benchmark BERT on Neuron\n",
"benchmark(filename, paraphrase)"
]
},
{
"cell_type": "markdown",
"id": "fc374b12",
"metadata": {},
"source": [
"## Finding the optimal batch size"
]
},
{
"cell_type": "markdown",
"id": "113acb55",
"metadata": {},
"source": [
"Batch size has a direct impact on model performance. The NeuronCore architecture is optimized to maximize throughput with relatively small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.\n",
"\n",
"As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Neuron. To minimize latency, using `batch size = 1` will nearly always be optimal. This batch size configuration is typically used for on-demand inference applications. To maximize throughput, *usually* `1 < batch_size < 10` is optimal. A configuration which uses a larger batch size is generally ideal for batched on-demand inference or offline batch processing.\n",
"\n",
"In the following section, we compile BERT for multiple batch size inputs. We then run inference on each batch size and benchmark the performance. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "be26aafc",
"metadata": {},
"outputs": [],
"source": [
"# Compile BERT for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" tokenizer = AutoTokenizer.from_pretrained(name)\n",
" model = AutoModelForSequenceClassification.from_pretrained(name, torchscript=True)\n",
" example = encode(tokenizer, sequence_0, sequence_2, batch_size=batch_size)\n",
" model_neuron = torch_neuronx.trace(model, example)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8f0f6ed2",
"metadata": {},
"outputs": [],
"source": [
"# Benchmark BERT for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" print('-'*50)\n",
" example = encode(tokenizer, sequence_0, sequence_2, batch_size=batch_size)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" benchmark(filename, example)\n",
" print()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (Neuron PyTorch)",
"language": "python",
"name": "pytorch_venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "e11b2ce1",
"metadata": {},
"source": [
"# Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "59a44364",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a HuggingFace 🤗 Transformers BERT model for accelerated inference on Neuron. In this tutorial, we will be deploying directly on Trn1/Inf2 instances. If you are looking to deploy this model through SageMaker on Inf2 instance, please visit the [Sagemaker samples repository](https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker). \n",
"\n",
"This tutorial will use the [bert-base-cased-finetuned-mrpc](https://huggingface.co/bert-base-cased-finetuned-mrpc) model. This model has 12 layers, 768 hidden dimensions, 12 attention heads, and 110M total parameters. The final layer is a binary classification head that has been trained on the Microsoft Research Paraphrase Corpus (`mrpc`). The input to the model is two sentences and the output of the model is whether or not those sentences are a paraphrase of each other. \n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the BERT model\n",
"1. Run inference on Neuron and compare results to CPU\n",
"1. Benchmark the model using multicore inference\n",
"1. Finding the optimal batch size\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "9ceecb92",
"metadata": {},
"source": [
"## Install dependencies\n",
"\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `transformers`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1/Inf2 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "66392b0b",
"metadata": {},
"outputs": [],
"source": [
"%env TOKENIZERS_PARALLELISM=True #Supresses tokenizer warnings making errors easier to detect\n",
"!pip install --upgrade transformers"
]
},
{
"cell_type": "markdown",
"id": "82533d8e",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the BERT model and tokenizer, get a sample input, run inference on CPU, compile the model for Neuron using `torch_neuronx.trace()`, and save the optimized model as `TorchScript`.\n",
"\n",
"`torch_neuronx.trace()` expects a tensor or tuple of tensor inputs to use for tracing, so we unpack the tokenizer output using the `encode` function. \n",
"\n",
"The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur.\n",
"\n",
"For language models, the shape of the tokenizer tensors can vary based on the length of input sentence. We can satisfy the Neuron restriction of using a fixed shape input by padding all varying input tensors to a specified length. In a deployment scenario, the padding size should be chosen based on the maximum token length that is expected to occur for the application.\n",
"\n",
"In the following section we will assume that we will receive a maximum of 128 tokens at inference time. We will pad our example inputs by using `padding='max_length'` and to avoid potential errors caused by creating a tensor that is larger than `max_length=128`, we will always tokenize using `truncation=True`."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0c9aac5e",
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_neuronx\n",
"from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
"import transformers\n",
"\n",
"\n",
"def encode(tokenizer, *inputs, max_length=128, batch_size=1):\n",
" tokens = tokenizer.encode_plus(\n",
" *inputs,\n",
" max_length=max_length,\n",
" padding='max_length',\n",
" truncation=True,\n",
" return_tensors=\"pt\"\n",
" )\n",
" return (\n",
" torch.repeat_interleave(tokens['input_ids'], batch_size, 0),\n",
" torch.repeat_interleave(tokens['attention_mask'], batch_size, 0),\n",
" torch.repeat_interleave(tokens['token_type_ids'], batch_size, 0),\n",
" )\n",
"\n",
"\n",
"# Create the tokenizer and model\n",
"name = \"bert-base-cased-finetuned-mrpc\"\n",
"tokenizer = AutoTokenizer.from_pretrained(name)\n",
"model = AutoModelForSequenceClassification.from_pretrained(name, torchscript=True)\n",
"\n",
"# Set up some example inputs\n",
"sequence_0 = \"The company HuggingFace is based in New York City\"\n",
"sequence_1 = \"Apples are especially bad for your health\"\n",
"sequence_2 = \"HuggingFace's headquarters are situated in Manhattan\"\n",
"\n",
"paraphrase = encode(tokenizer, sequence_0, sequence_2)\n",
"not_paraphrase = encode(tokenizer, sequence_0, sequence_1)\n",
"\n",
"# Run the original PyTorch BERT model on CPU\n",
"cpu_paraphrase_logits = model(*paraphrase)[0]\n",
"cpu_not_paraphrase_logits = model(*not_paraphrase)[0]\n",
"\n",
"# Compile the model for Neuron\n",
"model_neuron = torch_neuronx.trace(model, paraphrase)\n",
"\n",
"# Save the TorchScript for inference deployment\n",
"filename = 'model.pt'\n",
"torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "markdown",
"id": "53e9605d",
"metadata": {},
"source": [
"## Run inference and compare results\n",
"\n",
"In this section we load the compiled model, run inference on Neuron, and compare the CPU and Neuron outputs.\n",
"\n",
"NOTE: Although this tutorial section uses one NeuronCore (and the next section uses two NeuronCores), by default each Jupyter notebook Python process will attempt to take ownership of all NeuronCores visible on the instance. For multi-process applications where each process should only use a subset of the NeuronCores on the instance you can use NEURON_RT_NUM_CORES=N or NEURON_RT_VISIBLE_CORES=< list of NeuronCore IDs > when starting the Jupyter notebook as described in [NeuronCore Allocation and Model Placement for Inference](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a8d509aa",
"metadata": {},
"outputs": [],
"source": [
"# Load the TorchScript compiled model\n",
"model_neuron = torch.jit.load(filename)\n",
"\n",
"# Verify the TorchScript works on both example inputs\n",
"neuron_paraphrase_logits = model_neuron(*paraphrase)[0]\n",
"neuron_not_paraphrase_logits = model_neuron(*not_paraphrase)[0]\n",
"\n",
"# Compare the results\n",
"print('CPU paraphrase logits: ', cpu_paraphrase_logits.detach().numpy())\n",
"print('Neuron paraphrase logits: ', neuron_paraphrase_logits.detach().numpy())\n",
"print('CPU not-paraphrase logits: ', cpu_not_paraphrase_logits.detach().numpy())\n",
"print('Neuron not-paraphrase logits: ', neuron_not_paraphrase_logits.detach().numpy())"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "a4553cc9",
"metadata": {},
"source": [
"## Benchmarking\n",
"\n",
"In this section we benchmark the performance of the BERT model on Neuron. By default, models compiled with `torch_neuronx` will always execute on a *single* NeuronCore. When loading *multiple* models, the default behavior of the Neuron runtime is to evenly distribute models across all available NeuronCores. The runtime places models on the NeuronCore that has the fewest models loaded to it first. In the following section, we will `torch.jit.load` multiple instances of the model which should each be loaded onto their own NeuronCore. It is not useful to load more copies of a model than the number of NeuronCores on the instance since an individual NeuronCore can only execute one model at a time.\n",
"\n",
"To ensure that we are maximizing hardware utilization, we must run inferences using multiple threads in parallel. It is nearly always recommended to use some form of threading/multiprocessing and some form of model replication since even the smallest Neuron EC2 instance has 2 NeuronCores available. Applications with no form of threading are only capable of `1 / num_neuron_cores` hardware utilization which becomes especially problematic on large instances.\n",
"\n",
"One way to view the hardware utilization is by executing the `neuron-top` application in the terminal while the benchmark is executing. If the monitor shows >90% utilization on all NeuronCores, this is a good indication that the hardware is being utilized effectively.\n",
"\n",
"In this example we load two models, which utilizes all NeuronCores (2) on a `trn1.2xlarge` or `inf2.xlarge` instance. Additional models can be loaded and run in parallel on larger Trn1 or Inf2 instance sizes to increase throughput.\n",
"\n",
"We define a benchmarking function that loads two optimized BERT models onto two separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c9e14b0d",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import concurrent.futures\n",
"import numpy as np\n",
"\n",
"\n",
"def benchmark(filename, example, n_models=2, n_threads=2, batches_per_thread=1000):\n",
" \"\"\"\n",
" Record performance statistics for a serialized model and its input example.\n",
"\n",
" Arguments:\n",
" filename: The serialized torchscript model to load for benchmarking.\n",
" example: An example model input.\n",
" n_models: The number of models to load.\n",
" n_threads: The number of simultaneous threads to execute inferences on.\n",
" batches_per_thread: The number of example batches to run per thread.\n",
"\n",
" Returns:\n",
" A dictionary of performance statistics.\n",
" \"\"\"\n",
"\n",
" # Load models\n",
" models = [torch.jit.load(filename) for _ in range(n_models)]\n",
"\n",
" # Warmup\n",
" for _ in range(8):\n",
" for model in models:\n",
" model(*example)\n",
"\n",
" latencies = []\n",
"\n",
" # Thread task\n",
" def task(model):\n",
" for _ in range(batches_per_thread):\n",
" start = time.time()\n",
" model(*example)\n",
" finish = time.time()\n",
" latencies.append((finish - start) * 1000)\n",
"\n",
" # Submit tasks\n",
" begin = time.time()\n",
" with concurrent.futures.ThreadPoolExecutor(max_workers=n_threads) as pool:\n",
" for i in range(n_threads):\n",
" pool.submit(task, models[i % len(models)])\n",
" end = time.time()\n",
"\n",
" # Compute metrics\n",
" boundaries = [50, 95, 99]\n",
" percentiles = {}\n",
"\n",
" for boundary in boundaries:\n",
" name = f'latency_p{boundary}'\n",
" percentiles[name] = np.percentile(latencies, boundary)\n",
" duration = end - begin\n",
" batch_size = 0\n",
" for tensor in example:\n",
" if batch_size == 0:\n",
" batch_size = tensor.shape[0]\n",
" inferences = len(latencies) * batch_size\n",
" throughput = inferences / duration\n",
"\n",
" # Metrics\n",
" metrics = {\n",
" 'filename': str(filename),\n",
" 'batch_size': batch_size,\n",
" 'batches': len(latencies),\n",
" 'inferences': inferences,\n",
" 'threads': n_threads,\n",
" 'models': n_models,\n",
" 'duration': duration,\n",
" 'throughput': throughput,\n",
" **percentiles,\n",
" }\n",
"\n",
" display(metrics)\n",
"\n",
"\n",
"def display(metrics):\n",
" \"\"\"\n",
" Display the metrics produced by `benchmark` function.\n",
"\n",
" Args:\n",
" metrics: A dictionary of performance statistics.\n",
" \"\"\"\n",
" pad = max(map(len, metrics)) + 1\n",
" for key, value in metrics.items():\n",
"\n",
" parts = key.split('_')\n",
" parts = list(map(str.title, parts))\n",
" title = ' '.join(parts) + \":\"\n",
"\n",
" if isinstance(value, float):\n",
" value = f'{value:0.3f}'\n",
"\n",
" print(f'{title :<{pad}} {value}')\n",
"\n",
"\n",
"# Benchmark BERT on Neuron\n",
"benchmark(filename, paraphrase)"
]
},
{
"cell_type": "markdown",
"id": "fc374b12",
"metadata": {},
"source": [
"## Finding the optimal batch size"
]
},
{
"cell_type": "markdown",
"id": "113acb55",
"metadata": {},
"source": [
"Batch size has a direct impact on model performance. The NeuronCore architecture is optimized to maximize throughput with relatively small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.\n",
"\n",
"As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Neuron. To minimize latency, using `batch size = 1` will nearly always be optimal. This batch size configuration is typically used for on-demand inference applications. To maximize throughput, *usually* `1 < batch_size < 10` is optimal. A configuration which uses a larger batch size is generally ideal for batched on-demand inference or offline batch processing.\n",
"\n",
"In the following section, we compile BERT for multiple batch size inputs. We then run inference on each batch size and benchmark the performance. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "be26aafc",
"metadata": {},
"outputs": [],
"source": [
"# Compile BERT for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" tokenizer = AutoTokenizer.from_pretrained(name)\n",
" model = AutoModelForSequenceClassification.from_pretrained(name, torchscript=True)\n",
" example = encode(tokenizer, sequence_0, sequence_2, batch_size=batch_size)\n",
" model_neuron = torch_neuronx.trace(model, example)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8f0f6ed2",
"metadata": {},
"outputs": [],
"source": [
"# Benchmark BERT for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" print('-'*50)\n",
" example = encode(tokenizer, sequence_0, sequence_2, batch_size=batch_size)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" benchmark(filename, example)\n",
" print()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (Neuron PyTorch)",
"language": "python",
"name": "pytorch_venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
</pre></body></html>
|
2023-09-29T20:54:39.398Z
|
|
Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.html#torch-neuron-vs-torch-neuronx
|
# Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Comparison of [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) ([Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch)) versus [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) ([Inf2](../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) & [Trn1](../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch)) for Inference[#](#comparison-of-torch-neuron-inf1-versus-torch-neuronx-inf2-trn1-for-inference "Permalink to this headline")
Neuron now supports multiple instance types for inference. The choice of instance should be motivated primarily by the performance needs of the application, the instance pricing, and model compatibility.
In prior releases, [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) _only supported inference_ and [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) _only supported training_. While [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) will never be updated to support training, [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) now supports both _inference and training_.
Note
**Recommendation**: Continue using [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) ([Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch)) for existing inference applications.
[torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) ([Inf2](../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) & [Trn1](../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch)) should be used for inference applications that require very low latency, distributed inference, and large models that would not otherwise work with [Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch). See: [Neuron Performance](../../general/benchmarks/index.html#benchmark).
## Framework Comparison[#](#framework-comparison "Permalink to this headline")
### Example[#](#example "Permalink to this headline")
The following scripts are identical model compilations performed using each framework. The lines that are changed are highlighted to show where the differences occur.
torch-neuron
```
import torch
import torchvision
import torch_neuron
model = torchvision.models.resnet50(pretrained=True).eval()
image = torch.rand(1, 3, 224, 224)
trace = torch_neuron.trace(model, image)
```
torch-neuronx
```
import torch
import torchvision
import torch_neuronx
model = torchvision.models.resnet50(pretrained=True).eval()
image = torch.rand(1, 3, 224, 224)
trace = torch_neuronx.trace(model, image)
```
### Hardware Features[#](#hardware-features "Permalink to this headline")
The [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) framework supports [Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch) instances and the [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) framework supports [Inf2](../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) & [Trn1](../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch) instances. These instances have different [architectures](../../general/arch/neuron-hardware/neuroncores-arch.html#neuroncores-arch), networking configurations, and capabilities due to the NeuronCore versions used.
Models compiled with [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) produce artifacts which are _only_ compatible with [NeuronCore-v1](../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch). Models compiled with [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) produce artifacts which are _only_ compatible with [NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch). This also means that models that were previously compiled with [torch-neuron](inference-torch-neuron.html#inference-torch-neuron) for [Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch) are not forwards compatible with [Inf2](../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) & [Trn1](../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch) instances. Likewise, models compiled with [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) for [Inf2](../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) & [Trn1](../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch) are not backwards compatible with [Inf1](../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch).
[NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) is capable of higher throughput and lower latency than [NeuronCore-v1](../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch) due to more powerful compute engines and improved memory bandwidth. [NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) can also support larger models since more memory is available per NeuronCore. The hardware differences between NeuronCore versions means that models compiled with [torch-neuronx](inference-torch-neuronx.html#inference-torch-neuronx) will usually outperform models compiled with [torch-neuron](inference-torch-neuron.html#inference-torch-neuron).
In cases where throughput may be similar across instance-types, instances using [NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) tend to achieve _significantly lower_ latency than instances using [NeuronCore-v1](../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch). This can enable applications that require extremely fast response time.
See the [Neuron Performance](../../general/benchmarks/index.html#benchmark) page for the most up-to-date performance metrics.
Besides performance benefits, [NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) also has more hardware capabilities compared to [NeuronCore-v1](../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch). For example, [NeuronCore-v2](../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) supports a greater variety of data types and introduces a new fully programmable GPSIMD-Engine.
Note that `Trn` instance-types are optimized for training purposes. Some `Trn` features (such as inter-chip networking) may be unnecessary for inference applications that do not require distribution across multiple NeuronCores.
## References[#](#references "Permalink to this headline")
To determine if a model is already supported in a given framework, it is recommended to check the existing documentation for specific models. In order of reference quality, the following pages can be checked prior to compiling a model:
1. [Neuron Performance](../../general/benchmarks/index.html#benchmark): Models that are available here have been optimized to maximize throughput and/or latency. These metrics are updated frequently as improvements are made. Since metrics are published for different instance types, this can provide a direct performance comparison between instances. Note that the exact models and configurations may differ across instances.
2. [Neuron GitHub Samples](https://github.com/aws-neuron/aws-neuron-samples): Provides simple examples of compiling and executing models. Compared to the benchmarks, this reference is only intended to show _how_ to run a particular model on Neuron. This only validates if a framework supports a given model.
3. [Model Architecture Fit Guidelines](../../general/arch/model-architecture-fit.html#model-architecture-fit): If the a model is not listed on the prior pages, it may be that the model has not been tested or may not be well-supported. The architecture fit page provides high-level guidelines for which kinds of models will work well based on the hardware capabilities.
If a model does not appear in any of these references, the last option is to attempt to compile the model to see how it performs. In the case that an error occurs during compilation, please file a ticket in the [Neuron SDK Github Issues](https://github.com/aws-neuron/aws-neuron-sdk/issues).
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/frameworks/torch/guide-torch-neuron-vs-torch-neuronx-inference.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#framework-comparison">
Framework Comparison
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#example">
Example
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#hardware-features">
Hardware Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#software-features">
Software Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#feature-summary">
Feature Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#references">
References
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Comparison of torch-neuron (Inf1) versus torch-neuronx (Inf2 & Trn1) for Inference</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#framework-comparison">
Framework Comparison
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#example">
Example
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#hardware-features">
Hardware Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#software-features">
Software Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#feature-summary">
Feature Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#references">
References
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="comparison-of-torch-neuron-inf1-versus-torch-neuronx-inf2-trn1-for-inference">
<span id="torch-neuron-vs-torch-neuronx"></span><h1>Comparison of <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> (<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a>) versus <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> (<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a>) for Inference<a class="headerlink" href="#comparison-of-torch-neuron-inf1-versus-torch-neuronx-inf2-trn1-for-inference" title="Permalink to this headline">#</a></h1>
<p>Neuron now supports multiple instance types for inference. The choice of
instance should be motivated primarily by the performance needs of the
application, the instance pricing, and model compatibility.</p>
<p>In prior releases, <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> <em>only supported inference</em> and
<a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> <em>only supported training</em>. While <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> will never
be updated to support training, <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> now supports both <em>inference and
training</em>.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p><strong>Recommendation</strong>: Continue using <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> (<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a>) for existing
inference applications.</p>
<p><a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> (<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a>) should be used for inference applications that
require very low latency, distributed inference, and large models that would
not otherwise work with <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a>. See: <a class="reference internal" href="../../general/benchmarks/index.html#benchmark"><span class="std std-ref">Neuron Performance</span></a>.</p>
</div>
<div class="section" id="framework-comparison">
<h2>Framework Comparison<a class="headerlink" href="#framework-comparison" title="Permalink to this headline">#</a></h2>
<div class="section" id="example">
<h3>Example<a class="headerlink" href="#example" title="Permalink to this headline">#</a></h3>
<p>The following scripts are identical model compilations performed using each
framework. The lines that are changed are highlighted to show where the
differences occur.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
torch-neuron</label><div class="sd-tab-content docutils">
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torchvision</span>
<span class="hll"><span class="kn">import</span> <span class="nn">torch_neuron</span>
</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">torchvision</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">resnet50</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">)</span>
<span class="hll"><span class="n">trace</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
</span></pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
torch-neuronx</label><div class="sd-tab-content docutils">
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torchvision</span>
<span class="hll"><span class="kn">import</span> <span class="nn">torch_neuronx</span>
</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">torchvision</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">resnet50</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">)</span>
<span class="hll"><span class="n">trace</span> <span class="o">=</span> <span class="n">torch_neuronx</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
</span></pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="hardware-features">
<h3>Hardware Features<a class="headerlink" href="#hardware-features" title="Permalink to this headline">#</a></h3>
<p>The <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> framework supports <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a> instances and the <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a>
framework supports <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a> instances. These instances have different
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html#neuroncores-arch"><span class="std std-ref">architectures</span></a>, networking configurations, and capabilities due to the
NeuronCore versions used.</p>
<p>Models compiled with <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> produce artifacts which are <em>only</em>
compatible with <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a>. Models compiled with <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> produce
artifacts which are <em>only</em> compatible with <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a>. This also means
that models that were previously compiled with <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> for <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a> are
not forwards compatible with <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a> instances. Likewise, models compiled
with <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> for <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a> are not backwards compatible with <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a>.</p>
<p><a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> is capable of higher throughput and lower latency than
<a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a> due to more powerful compute engines and improved memory
bandwidth. <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> can also support larger models since more
memory is available per NeuronCore. The hardware differences between
NeuronCore versions means that models compiled with <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> will
usually outperform models compiled with <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a>.</p>
<p>In cases where throughput may be similar across instance-types, instances using
<a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> tend to achieve <em>significantly lower</em> latency than instances
using <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a>. This can enable applications that require extremely fast
response time.</p>
<p>See the <a class="reference internal" href="../../general/benchmarks/index.html#benchmark"><span class="std std-ref">Neuron Performance</span></a> page for the most up-to-date performance metrics.</p>
<p>Besides performance benefits, <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> also has more hardware
capabilities compared to <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a>. For example, <a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a>
supports a greater variety of data types and introduces a new fully programmable
GPSIMD-Engine.</p>
<p>Note that <code class="docutils literal notranslate"><span class="pre">Trn</span></code> instance-types are optimized for training purposes. Some
<code class="docutils literal notranslate"><span class="pre">Trn</span></code> features (such as inter-chip networking) may be unnecessary
for inference applications that do not require distribution across multiple
NeuronCores.</p>
</div>
<div class="section" id="software-features">
<h3>Software Features<a class="headerlink" href="#software-features" title="Permalink to this headline">#</a></h3>
<p>The <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> framework uses <a class="reference internal" href="torch-neuron/api-compilation-python-api.html#torch_neuron.trace" title="torch_neuron.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuron.trace()</span></code></a> to
create a TensorFlow GraphDef protobuf intermediate representation (IR) of the
model compute graph. This is compiled to a binary Neuron Executable File Format
(NEFF) with the <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html#neuron-compiler-cli-reference"><span class="std std-ref">neuron-cc</span></a> compiler.</p>
<p>The <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> framework uses <a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a> with
<a class="reference external" href="https://github.com/pytorch/xla">torch-xla</a> to create a HloModule protobuf IR of the model compute graph. This is
compiled to a binary executable NEFF with the <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">neuronx-cc</span></a> compiler.</p>
<p>The use of different compiler versions means that separate flags are supported
by each framework. For example:</p>
<ul class="simple">
<li><p><a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a> is supported in <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html#neuron-compiler-cli-reference"><span class="std std-ref">neuron-cc</span></a> but is not supported
in <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">neuronx-cc</span></a>. However, this feature is much less useful when using the
<a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> architecture due to significant memory improvements.</p></li>
<li><p>Mixed precision flags will differ across the compilers. <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">neuronx-cc</span></a> improves
the flags by making the behavior more explicit and streamlined:</p>
<ul>
<li><p><a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a></p></li>
<li><p><a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html#neuronx-cc-training-mixed-precision"><span class="std std-ref">Mixed Precision and Performance-accuracy Tuning (neuronx-cc)</span></a></p></li>
</ul>
</li>
</ul>
<p>Since the python graph recording methods used by the frameworks are much
different, this may lead to different levels of model support. To view the
models which are known to be working, many compilation samples are provided for
each framework:</p>
<ul class="simple">
<li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron">torch-neuron Samples</a></p></li>
<li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">torch-neuronx Samples</a></p></li>
</ul>
<p>Framework model support may also be affected by the graph partitioning feature.
In <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a>, the <a class="reference internal" href="torch-neuron/api-compilation-python-api.html#torch_neuron.trace" title="torch_neuron.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuron.trace()</span></code></a> API provides the ability to
fall back to CPU for operations that are not supported directly by Neuron. This
fallback behavior is currently not supported by <a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a>,
however, certain operations that were previously not well-supported
in <a class="reference internal" href="inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref">torch-neuron</span></a> are now supported in <a class="reference internal" href="inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref">torch-neuronx</span></a> by default (e.g.
<a class="reference external" href="https://pytorch.org/docs/master/generated/torch.nn.Embedding.html#torch.nn.Embedding" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.Embedding</span></code></a>).</p>
</div>
<div class="section" id="feature-summary">
<h3>Feature Summary<a class="headerlink" href="#feature-summary" title="Permalink to this headline">#</a></h3>
<table class="table">
<colgroup>
<col style="width: 28%">
<col style="width: 36%">
<col style="width: 36%">
</colgroup>
<thead>
<tr class="row-odd"><th class="head"></th>
<th class="head"><p><cite>torch-neuron</cite></p></th>
<th class="head"><p><cite>torch-neuronx</cite></p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Supported Instances</p></td>
<td><p><a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">Inf1</span></a></p></td>
<td><p><a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">Inf2</span></a> & <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">Trn1</span></a></p></td>
</tr>
<tr class="row-odd"><td><p>Inference Support</p></td>
<td><p>Yes</p></td>
<td><p>Yes</p></td>
</tr>
<tr class="row-even"><td><p>Training Support</p></td>
<td><p>No</p></td>
<td><p>Yes</p></td>
</tr>
<tr class="row-odd"><td><p>Architecture</p></td>
<td><p><a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a></p></td>
<td><p><a class="reference internal" href="../../general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p></td>
</tr>
<tr class="row-even"><td><p>Model Support</p></td>
<td><p><a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit-neuroncore-v1"><span class="std std-ref">Architecture Fit NeuronCore-v1</span></a></p></td>
<td><p><a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit-neuroncore-v2"><span class="std std-ref">Architecture Fit NeuronCore-v2</span></a></p></td>
</tr>
<tr class="row-odd"><td><p>Trace API</p></td>
<td><p><a class="reference internal" href="torch-neuron/api-compilation-python-api.html#torch_neuron.trace" title="torch_neuron.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuron.trace()</span></code></a></p></td>
<td><p><a class="reference internal" href="torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a></p></td>
</tr>
<tr class="row-even"><td><p>NeuronCore Pipeline</p></td>
<td><p>Yes</p></td>
<td><p>No</p></td>
</tr>
<tr class="row-odd"><td><p>Partitioning</p></td>
<td><p>Yes</p></td>
<td><p>No</p></td>
</tr>
<tr class="row-even"><td><p>IR</p></td>
<td><p>GraphDef</p></td>
<td><p>HLO</p></td>
</tr>
<tr class="row-odd"><td><p>Compiler</p></td>
<td><p><a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html#neuron-compiler-cli-reference"><span class="std std-ref">neuron-cc</span></a></p></td>
<td><p><a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">neuronx-cc</span></a></p></td>
</tr>
<tr class="row-even"><td><p>Samples</p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron">torch-neuron Samples</a></p></td>
<td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx">torch-neuronx Samples</a></p></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="section" id="references">
<h2>References<a class="headerlink" href="#references" title="Permalink to this headline">#</a></h2>
<p>To determine if a model is already supported in a given framework, it is
recommended to check the existing documentation for specific models. In order
of reference quality, the following pages can be checked prior to compiling a
model:</p>
<ol class="arabic simple">
<li><p><a class="reference internal" href="../../general/benchmarks/index.html#benchmark"><span class="std std-ref">Neuron Performance</span></a>: Models that are available here have been optimized to
maximize throughput and/or latency. These metrics are updated frequently as
improvements are made. Since metrics are published for different instance
types, this can provide a direct performance comparison between instances.
Note that the exact models and configurations may differ across instances.</p></li>
<li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples">Neuron GitHub Samples</a>: Provides simple examples of compiling and executing
models. Compared to the benchmarks, this reference is only
intended to show <em>how</em> to run a particular model on Neuron. This only
validates if a framework supports a given model.</p></li>
<li><p><a class="reference internal" href="../../general/arch/model-architecture-fit.html#model-architecture-fit"><span class="std std-ref">Model Architecture Fit Guidelines</span></a>: If the a model is not listed on the prior
pages, it may be that the model has not been tested or may not be
well-supported. The architecture fit page provides high-level guidelines for
which kinds of models will work well based on the hardware capabilities.</p></li>
</ol>
<p>If a model does not appear in any of these references, the last option is
to attempt to compile the model to see how it performs. In the case that an
error occurs during compilation, please file a ticket in the
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/issues">Neuron SDK Github Issues</a>.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:39.739Z
|
Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/neuron1/prev/rn.html#prev-n1-rn
|
# Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation
## Previous Release Notes (Neuron 1.x)[#](#previous-release-notes-neuron-1-x "Permalink to this headline")
Table of contents
- [Neuron 1.19.2 (08/02/2022)](#neuron-1-19-2-08-02-2022)
- [Neuron 1.19.1 (05/27/2022)](#neuron-1-19-1-05-27-2022)
- [Neuron 1.19.0 (04/29/2022)](#neuron-1-19-0-04-29-2022)
- [Neuron 1.18.0 (03/25/2022)](#neuron-1-18-0-03-25-2022)
- [Neuron 1.17.2 (02/18/2022)](#neuron-1-17-2-02-18-2022)
- [Neuron 1.17.1 (02/16/2022)](#neuron-1-17-1-02-16-2022)
- [Neuron 1.17.0 (01/20/2022)](#neuron-1-17-0-01-20-2022)
- [Neuron 1.16.3 (01/05/2022)](#neuron-1-16-3-01-05-2022)
- [Neuron 1.16.2 (12/15/2021)](#neuron-1-16-2-12-15-2021)
- [Neuron 1.16.1 (11/05/2021)](#neuron-1-16-1-11-05-2021)
- [Neuron 1.16.0 (10/27/2021)](#neuron-1-16-0-10-27-2021)
- [Neuron 1.15.2 (09/22/2021)](#neuron-1-15-2-09-22-2021)
- [Neuron 1.15.1 (08/30/2021)](#neuron-1-15-1-08-30-2021)
- [Neuron 1.15.0 (08/12/2021)](#neuron-1-15-0-08-12-2021)
- [Neuron 1.14.2 (07/26/2021)](#neuron-1-14-2-07-26-2021)
- [Neuron 1.14.1 (07/02/2021)](#neuron-1-14-1-07-02-2021)
- [Neuron 1.14.0 (05/28/2021)](#neuron-1-14-0-05-28-2021)
- [Neuron 1.14.0 (05/28/2021)](#id5)
- [Neuron 1.13.0 (05/01/2021)](#neuron-1-13-0-05-01-2021)
- [March 4, 2021 Release (Patch)](#march-4-2021-release-patch)
- [February 24, 2021 Release (Patch)](#february-24-2021-release-patch)
- [January 30, 2021 Release](#january-30-2021-release)
- [December 23, 2020 Release](#december-23-2020-release)
- [November 17, 2020 Release](#november-17-2020-release)
- [October 22, 2020 Release](#october-22-2020-release)
- [September 22, 2020 Release](#september-22-2020-release)
- [August 19, 2020 Release](#august-19-2020-release)
- [August 8, 2020 Release](#august-8-2020-release)
- [August 4, 2020 Release](#august-4-2020-release)
- [July 16, 2020 Release](#july-16-2020-release)
- [June 18, 2020 Release](#june-18-2020-release)
- [Jun 11, 2020 Release](#jun-11-2020-release)
- [May 15, 2020 Release](#may-15-2020-release)
- [May 11, 2020 Release](#may-11-2020-release)
- [Mar 26, 2020 Release](#mar-26-2020-release)
- [Feb 27, 2020 Release](#feb-27-2020-release)
- [Jan 28, 2020 Release](#jan-28-2020-release)
- [Neuron SDK Release Notes Structure](#neuron-sdk-release-notes-structure)
## [Neuron 1.19.2 (08/02/2022)](#id14)[#](#neuron-1-19-2-08-02-2022 "Permalink to this headline")
**Neuron 1.19.2** This is a patch release. The release include a security update for Neuron Driver (`aws-neuron-dkms`) and includes compiler bug fix that ignore MXNet dropout for ‘training’ while performing inference. Please update the Neuron Driver to the latest (version 2.3.26 or newer) so that you can benefit from operational and security updates included in this release.
Important
You must update to the latest Neuron Driver (aws-neuron-dkms version 2.3.26 or newer) before installing or upgrading to latest Neuron release.
- Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms`
- Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “install-guide-index” instructions.
## [Neuron 1.19.1 (05/27/2022)](#id15)[#](#neuron-1-19-1-05-27-2022 "Permalink to this headline")
**Neuron 1.19.1** is a patch release. This release fixes a bug in Neuron Driver (`aws-neuron-dkms`). Neuron driver version 2.3.11 included in this release fixes a bug that causes kernel panic when a large memory allocation on Neuron device fails. Neuron Driver 2.3.11 also introduces a new functionality required by the upcoming Neuron 1.20.0 release. Because the new functionality is mandatory for Neuron 1.20.0 support, Neuron Driver 2.3.11 adds a compatibility check that will prevents Neuron 1.20.0 from running with older versions of the driver. An attempt to run Neuron 1.20.0 with an older version of the driver will result in the application terminating with an error message.
In addition, this release updates `tensorflow-neuron` installation instructions to pin `protobuf` version to avoid [compatibility issues](https://github.com/protocolbuffers/protobuf/issues/10051) with older versions of TensorFlow.
Important
For successful installation or update to next releases (Neuron 1.20.0 and newer):
- Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms`
- Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “install-guide-index” instructions.
### Neuron 1.19.1 (05/27/2022)[#](#id1 "Permalink to this headline")
**Neuron 1.19.1** is a patch release. This release fixes a bug in Neuron Driver (`aws-neuron-dkms`). Neuron driver version 2.3.11 included in this release fixes a bug that causes kernel panic when a large memory allocation on Neuron device fails. Neuron Driver 2.3.11 also introduces a new functionality required by the upcoming Neuron 1.20.0 release. Because the new functionality is mandatory for Neuron 1.20.0 support, Neuron Driver 2.3.11 adds a compatibility check that will prevents Neuron 1.20.0 from running with older versions of the driver. An attempt to run Neuron 1.20.0 with an older version of the driver will result in the application terminating with an error message.
In addition, this release updates `tensorflow-neuron` installation instructions to pin `protobuf` version to avoid [compatibility issues](https://github.com/protocolbuffers/protobuf/issues/10051) with older versions of TensorFlow.
Important
For successful installation or update to next releases (Neuron 1.20.0 and newer):
- Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms`
- Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “install-guide-index” instructions.
## [Neuron 1.19.0 (04/29/2022)](#id16)[#](#neuron-1-19-0-04-29-2022 "Permalink to this headline")
**Neuron 1.19.0** release adds support for PyTorch version 1.11, updates torch-neuron 1.10 to 1.10.2, and adds support for TensorFlow version 2.8, as well as minor enhancements and bug fixes.
Please note that starting with this release (_Neuron 1.19.0_), installing `aws-neuron-runtime-base` and `oci-add-hooks` are no longer required for Neuron Kubernetes device driver plugin. In addition starting with this release, _torch-neuron 1.5_ [will no longer be supported](../../../general/announcements/neuron1.x/eol-pt-15.html#eol-pt-15).
## [Neuron 1.18.0 (03/25/2022)](#id17)[#](#neuron-1-18-0-03-25-2022 "Permalink to this headline")
**Neuron 1.18.0** release introduces the beta release of [NeuronPerf](../../../tools/neuronperf/index.html#neuronperf), NeuronPerf is a Python library with a simple API that enables fast measurements of performance when running models with Neuron. This release adds new 5 models to the [Inf1 Inference Performance](../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark) together with NeuronPerf scripts used to compile these models and run the benchmarks.
This release also introduces additional `torch-neuron` packages that support C++11 ABI, updates TensorFlow-Neuron 2.5 to 2.5.3, adds support for TensorFlow-Neuron 2.6 and 2.7, and introduces Runtime NEURON\_RT\_NUM\_CORES [environment variable](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration). In addition this release include minor enhancements and bug fixes in Compiler, Neuron Framework Extensions, Runtime 2.x library and tools. See below detailed release notes.
Starting with this release, _TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4_ will [no longer be supported](../../../general/announcements/neuron1.x/eol-tf-21-24.html#eol-tf-21-24) . We will also [stop supporting PyTorch Neuron version 1.5](../../../general/announcements/neuron1.x/announce-eol-pt-1-5.html#announce-eol-pt-1-5) starting with Neuron 1.19.0 release, and [will stop supporting](../../../general/announcements/neuron1.x/eol-ncgs-env_2.html#eol-ncgs-env_2) `NEURONCORE_GROUP_SIZES` environment variable starting with Neuron 1.20.0 release.
## [Neuron 1.17.2 (02/18/2022)](#id18)[#](#neuron-1-17-2-02-18-2022 "Permalink to this headline")
**Neuron 1.17.2** is a patch release. This release fixes a bug in TensorFlow Neuron versions 2.1, 2.2. 2.3 and 2.4. The fixed bug was causing a memory leak of 128B for each inference. Starting this release, TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4 are [entering maintenance mode](../../../general/announcements/neuron1.x/announcements.html#maintenance-tf21-tf24). Future releases of TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4 will address security issues only.
## [Neuron 1.17.1 (02/16/2022)](#id19)[#](#neuron-1-17-1-02-16-2022 "Permalink to this headline")
**Neuron 1.17.1** is a patch release. This release fixes a bug in TensorFlow Neuron that caused a memory leak. The memory leak was approximately 128b for each inference and exists in all versions of TensorFlow Neuron versions part of Neuron 1.16.0 to Neuron 1.17.0 releases. see [Previous Releases Artifacts (Neuron 2.x)](../../prev/content.html#pre-release-content) for exact versions included in each release. This release only fixes the memory leak for TensorFlow versions 1.15 and 2.5 from Neuron. The other versions of TensorFlow Neuron will be fixed in a shortly upcoming release.
## [Neuron 1.17.0 (01/20/2022)](#id20)[#](#neuron-1-17-0-01-20-2022 "Permalink to this headline")
**Neuron 1.17.0** release introduces the support of PyTorch 1.10, Tensorflow 2.5 update to version 2.5.2, new operators support in PyTorch and TensorFlow 1.15, in addition to enhancements and bug fixes in PyTorch, TensorFlow, MxNet, Compiler, Runtime and Tools.
- **PyTorch**
- First PyTorch 1.10 support.
- Added new operators support.
- See [PyTorch Neuron (torch-neuron) release notes](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn) and [PyTorch Neuron (torch-neuron) Supported operators](../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch) for more details.
- **TensorFlow 2.x**
- Updated Tensorflow 2.5 to version 2.5.2.
- Updated tensorflow-model-server 2.5 to version 2.5.3.
- See [TensorFlow Neuron (tensorflow-neuron (TF2.x)) Release Notes](../../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html#tensorflow-neuron-rn-v2) and [TensorFlow-Model-Server-Neuron 2.x Release Notes](../../tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuron-v2.html#tensorflow-modelserver-rn-v2) for more details.
- **TensorFlow 1.15**
- Added new operators support.
- See [TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes](../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn) and [TensorFlow Neuron (tensorflow-neuron (TF1.x)) Supported operators](../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html#neuron-cc-ops-tensorflow) for more details.
- **MXNet**
- Added support for `mx_neuron.__version__` to get the build version of MXNet Neuron plugin.
- See [Apache MXNet Neuron (Incubating) Release Notes](../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn) for more details.
- **Tools 2.x**
- `neuron-top` - Added “all” tab that aggregates all running Neuron processes into a single view.
- `neuron-top` - Improved startup time by approximately 1.5 seconds in most cases.
- See [Neuron System Tools](../../tools/aws-neuronx-tools.html#neuron-tools-rn) for more details.
- **Compiler**
- Enhancements and minor bug fixes.
- See [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn) for more details.
- **Runtime 2.x**
- Enhancements and minor bug fixes.
- See neuron-runtime-release-notes for more details.
## [Neuron 1.16.3 (01/05/2022)](#id21)[#](#neuron-1-16-3-01-05-2022 "Permalink to this headline")
**Neuron 1.16.3** is a minor release. This release includes performance enhancements and operator support in [PyTorch Neuron](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn) and minor bug fixes in [Neuron Compiler](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn).
## [Neuron 1.16.1 (11/05/2021)](#id23)[#](#neuron-1-16-1-11-05-2021 "Permalink to this headline")
**Neuron 1.16.1** is a patch release. This release fixes a bug in Neuron Runtime that would have prevented users from launching a container that doesn’t use all of the Neuron Devices in the instance. If you are using Neuron within a container, please update to this new release by updating to latest Neuron ML framework package, Neuron Tools, and/or TensorFlow Neuron Model Server.
- To update to latest PyTorch 1.9.1: `pip install --upgrade torch-neuron neuron-cc[tensorflow] torchvision`
- To update to latest TensorFlow 2.5.1: `pip install --upgrade tensorflow-neuron[cc]`
- To update to latest TensorFlow 1.15.5: `pip install --upgrade tensorflow-neuron==1.15.5.* neuron-cc`
- To update to latest MXNet 1.8.0: `pip install --upgrade mx_neuron neuron-cc`
For more details on how to update the framework packages, please check out our [Setup Guide](../../../general/setup/index.html#setup-guide-index).
## [Neuron 1.16.0 (10/27/2021)](#id24)[#](#neuron-1-16-0-10-27-2021 "Permalink to this headline")
**Neuron 1.16.0 is a release that requires your attention**. **You must update to the latest Neuron Driver (** `aws-neuron-dkms` **version 2.1 or newer) for successful installation or upgrade**.
This release introduces [Neuron Runtime 2.x](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt), upgrades [PyTorch Neuron](../../../frameworks/torch/index.html#neuron-pytorch) to PyTorch 1.9.1, adds support for new APIs ([`torch.neuron.DataParallel()`](../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel "torch.neuron.DataParallel") and `torch_neuron.is_available()`), adds new features and capabilities (compiler `--fast-math` option for better fine-tuning of accuracy/performance neuron-cc-training-mixed-precision and [MXNet FlexEG feature](../../../general/appnotes/mxnet-neuron/flex-eg.html#flexeg)), improves [tools](../../../tools/index.html#neuron-tools), adds support for additional [operators](../../compiler/neuron-cc/neuron-cc-ops/index.html#neuron-supported-operators), improves [performance](../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark) (Up to 20% additional throughput and up to 25% lower latency), and reduces model loading times. It also simplifies Neuron installation steps, and improves the user experience of container creation and deployment. In addition it includes bug fixes, new [application notes](../../../general/appnotes/index.html#neuron-appnotes), updated tutorials, and announcements of software deprecation and maintenance.
- **Neuron Runtime 2.x**
- [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) - In this release we are introducing Neuron Runtime 2.x. The new runtime is a shared library (`libnrt.so`), replacing Neuron Runtime 1.x which was a server daemon (`neruon-rtd`).
Upgrading to `libnrt.so` is expected to improves throughput and latency, simplifies Neuron installation and upgrade process, introduces new capabilities for allocating NeuronCores to applications, streamlines container creation, and deprecates tools that are no longer needed. The new library-based runtime (`libnrt.so`) is directly integrated into Neuron’s ML Frameworks (with the exception of MXNet 1.5) and Neuron Tools packages. As a result, users no longer need to install/deploy the `aws-neuron-runtime`package.
Important
- You must update to the latest Neuron Driver (`aws-neuron-dkms` version 2.1 or newer) for proper functionality of the new runtime library.
- Read [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) application note that describes [why we are making this change](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt-why) and how [this change will affect the Neuron SDK](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt-how-sdk) in detail.
- Read [Migrate your application to Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt) for detailed information of how to migrate your application.
- **Performance**
- Updated [performance numbers](../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark) - Improved performance: Up to 20% additional throughput and up to 25% lower latency.
- **Documentation resources**
- Improved Neuron Setup Guide.
- New [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) application note.
- New [Running inference on variable input shapes with bucketing](../../../general/appnotes/torch-neuron/bucketing-app-note.html#bucketing-app-note) application note.
- New [Mixed precision and performance-accuracy tuning (neuron-cc)](../../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision) application note.
- New [Data Parallel Inference on Torch Neuron](../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note) application note.
- New [Flexible Execution Group (FlexEG) in Neuron-MXNet](../../../general/appnotes/mxnet-neuron/flex-eg.html#flexeg) application note.
- New [Parallel Execution using NEURON\_RT\_NUM\_CORES](../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html#parallel-exec-ncgs) application note.
- New [Using NEURON\_RT\_VISIBLE\_CORES with TensorFlow Serving](../../../src/examples/tensorflow/tensorflow_serving_tutorial.html#tensorflow-serving-neuronrt-visible-cores) tutorial.
- Updated [ResNet50 model for Inferentia](../../../src/examples/pytorch/resnet50.html) tutorial to use [`torch.neuron.DataParallel()`](../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel "torch.neuron.DataParallel").
- **PyTorch**
- PyTorch now supports Neuron Runtime 2.x only. Please visit [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) for more information.
- Introducing PyTorch 1.9.1 support.
- Introducing new APIs: [`torch.neuron.DataParallel()`](../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel "torch.neuron.DataParallel") (see [Data Parallel Inference on Torch Neuron](../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note) application note for more details) and `torch_neuron.is_available()`.
- Introducing [new operators support](../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch).
- For more information visit [PyTorch Neuron](../../../frameworks/torch/index.html#neuron-pytorch)
- **TensorFlow 2.x**
- TensorFlow 2.x now supports Neuron Runtime 2.x only. Please visit [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) for more information.
- Updated Tensorflow 2.3.x from Tensorflow 2.3.3 to Tensorflow 2.3.4.
- Updated Tensorflow 2.4.x from Tensorflow 2.4.2 to Tensorflow 2.4.3.
- Updated Tensorflow 2.5.x from Tensorflow 2.5.0 to Tensorflow 2.5.1.
- Introducing [new operators support](../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html#tensorflow-ref-neuron-accelerated-ops)
- For more information visit tensorflow-neuron
- **TensorFlow 1.x**
- TensorFlow 1.x now supports Neuron Runtime 2.x only. Please visit [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) for more information.
- Introducing [new operators support](../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html#neuron-cc-ops-tensorflow).
- For more information visit tensorflow-neuron
- **MXNet 1.8**
- MXNet 1.8 now supports Neuron Runtime 2.x only. Please visit [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) for more information.
- Introducing Flexible Execution Groups (FlexEG) feature.
- MXNet 1.5 enters maintenance mode. Please visit [10/27/2021 - Neuron support for Apache MXNet 1.5 enters maintenance mode](../../../general/announcements/neuron1.x/announcements.html#maintenance-mxnet-1-5) for more information.
- For more information visit [MXNet Neuron](../../../frameworks/mxnet-neuron/index.html#neuron-mxnet)
- **Neuron Compiler**
- Introducing the `–-fast-math` option for better fine-tuning of accuracy/performance. See [Mixed precision and performance-accuracy tuning (neuron-cc)](../../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision)
- Support added for new ArgMax and ArgMin operators. See [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn).
- For more information visit neuron-cc
- **Neuron Tools**
- Updates have been made to `neuron-ls` and `neuron-top` to improve the interface and utility of information provided.
- neuron-monitor\` has been enhanced to include additional information when used to monitor the latest Frameworks released with Neuron 1.16.0. See [Neuron System Tools](../../tools/aws-neuronx-tools.html#neuron-tools-rn).
- `neuron-cli` is entering maintenance mode as its use is no longer relevant when using ML Frameworks with an integrated Neuron Runtime (libnrt.so).
- For more information visit [Neuron Tools](../../../tools/index.html#neuron-tools)
- **Neuron Containers**
- Starting with Neuron 1.16.0, installation of Neuron ML Frameworks now includes an integrated Neuron Runtime library. As a result, it is no longer required to deploy `neuron-rtd`. Please visit [Introducing Neuron Runtime 2.x (libnrt.so)](../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt) for information.
- When using containers built with components from Neuron 1.16.0, or newer, please use `aws-neuron-dkms` version 2.1 or newer and the latest version of `aws-neuron-runtime-base`. Passing additional system capabilities is no longer required.
- For more information visit neuron-containers
- **Neuron Driver**
- Support is added for Neuron Runtime 2.x (libnrt.so).
- Memory improvements have been made to ensure all allocations are made with 4K alignments.
- **Software Deprecation**
- [10/27/2021 - Announcing end of support for NEURONCORE\_GROUP\_SIZES](../../../general/announcements/neuron1.x/announcements.html#eol-ncgs-env)
- [10/27/2021 - End of support for NeuronCore Groups (NCG)](../../../general/announcements/neuron1.x/announcements.html#eol-ncg)
- **Software maintenance mode**
- [10/27/2021 - Neuron Runtime 1.x (neuron-rtd) enters maintenance mode](../../../general/announcements/neuron1.x/announcements.html#maintenance-rtd)
- [10/27/2021 - Neuron support for Apache MXNet 1.5 enters maintenance mode](../../../general/announcements/neuron1.x/announcements.html#maintenance-mxnet-1-5)
- [10/27/2021 - neuron-cli enters maintenance mode](../../../general/announcements/neuron1.x/announcements.html#maintenance-neuron-cli)
## [Neuron 1.15.2 (09/22/2021)](#id25)[#](#neuron-1-15-2-09-22-2021 "Permalink to this headline")
Neuron 1.15.2 includes bug fixes for the tensorflow-model-server-neuron 2.5.1.1.6.8.0 package and several other bug fixes for tensorflow-neuron/tensorflow-model-server-neuron packages.
## [Neuron 1.15.1 (08/30/2021)](#id26)[#](#neuron-1-15-1-08-30-2021 "Permalink to this headline")
Neuron 1.15.1 includes bug fixes for the aws-neuron-dkms package and several other bug fixes for related packages.
## [Neuron 1.15.0 (08/12/2021)](#id27)[#](#neuron-1-15-0-08-12-2021 "Permalink to this headline")
Neuron 1.15.0 is the first release to support TensorFlow 2. In this release TensorFlow 2 supports language transformer base models like BERT. The TensorFlow 2 support will be enhanced in future releases to support additional models.
- **TensorFlow 2.x** - To get started with TensorFlow 2.x:
- Run the TensorFlow 2 [HuggingFace distilBERT Tutorial](../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html).
- Read [TensorFlow 2.x FAQ](../../../frameworks/tensorflow/tensorflow-neuron/tf2_faq.html#tf2-faq)
- See newly introduced TensorFlow 2.x (\`\`tensorflow-neuron\`) Tracing API <tensorflow-ref-neuron-tracing-api>\`.
- See [TensorFlow Neuron (tensorflow-neuron (TF2.x)) Accelerated (torch-neuron) Python APIs and Graph Ops](../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html#tensorflow-ref-neuron-accelerated-ops).
- **Documentation**
- **New** models-inferentia application note added in this release. This application note describes what types of deep learning model architectures perform well out of the box and provides guidance on techniques you can use to optimize your deep learning models for Inferentia.
- **New** [Neuron inference performance page](../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark) provides performance information for popular models and links to test these models in your own environment. The data includes throughout and latency numbers, cost per inference, for both realtime and offline applications.
- **New** [TensorFlow 2 HuggingFace distilBERT Tutorial](../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html).
- **New** [Bring your own HuggingFace pretrained BERT container to Sagemaker Tutorial](../../../src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.html).
- **More information**
- [TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes](../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn)
- [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn)
- [TensorFlow-Model-Server-Neuron 1.x Release Notes](../../tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuron.html#tensorflow-modelserver-rn)
## [Neuron 1.14.2 (07/26/2021)](#id28)[#](#neuron-1-14-2-07-26-2021 "Permalink to this headline")
This release (Neuron 1.14.2) , include bug fixes and minor enhancements to Neuron Runtime:
> - Neuron Runtime - see neuron-runtime-release-notes
>
## [Neuron 1.14.0 (05/28/2021)](#id30)[#](#neuron-1-14-0-05-28-2021 "Permalink to this headline")
This release (Neuron 1.14.0) introduces first release of PyTorch Neuron 1.8.1, tutorials update, performance enhancements and memory optimizations for PyTorch Neuron, TensorFlow Neuron and MXNet Neuron.
- PyTorch Neuron - First release of PyTorch Neuron 1.8.1.
- PyTorch Neuron - Convolution operator support has been extended to include ConvTranspose2d variants.
- PyTorch Neuron - Updated tutorials to use Hugging Face Transformers 4.6.0.
- PyTorch Neuron - Additional performance enhancements, memory optimizations, and bug fixes. see [PyTorch Neuron (torch-neuron) release notes](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn).
- Neuron Compiler - New feature - Uncompressed NEFF format for faster loading models prior inference. Enable it by –enable-fast-loading-neuron-binaries. Some cases of large models may be detrimentally impacted as it will not be compressed but many cases will benefit.
- Neuron Compiler - Additional performance enhancements, memory optimizations, and bug fixes, see [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn).
- TensorFlow Neuron - Performance enhancements, memory optimizations, and bug fixes. see [TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes](../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn).
- MXNet Neuron - Enhancements and minor bug fixes (MXNet 1.8), see [Apache MXNet Neuron (Incubating) Release Notes](../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn).
- Neuron Runtime - Performance enhancements, memory optimizations, and bug fixes. neuron-runtime-release-notes.
- Neuron Tools - Minor bug fixes and enhancements.
- Software Deprecation
> - End of support for Neuron Conda packages in Deep Learning AMI, users should use pip upgrade commands to upgrade to latest Neuron version in DLAMI, see [blog](https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/).
>
> - End of support for Ubuntu 16, see [:ref:\`documentation <eol-ubuntu16>\`\_](#id3).
>
## [Neuron 1.14.0 (05/28/2021)](#id31)[#](#id5 "Permalink to this headline")
This release (Neuron 1.14.0) introduces first release of PyTorch Neuron 1.8.1, tutorials update, performance enhancements and memory optimizations for PyTorch Neuron, TensorFlow Neuron and MXNet Neuron.
- PyTorch Neuron - First release of PyTorch Neuron 1.8.1.
- PyTorch Neuron - Convolution operator support has been extended to include ConvTranspose2d variants.
- PyTorch Neuron - Updated tutorials to use Hugging Face Transformers 4.6.0.
- PyTorch Neuron - Additional performance enhancements, memory optimizations, and bug fixes. see [PyTorch Neuron (torch-neuron) release notes](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn).
- Neuron Compiler - New feature - Uncompressed NEFF format for faster loading models prior inference. Enable it by –enable-fast-loading-neuron-binaries. Some cases of large models may be detrimentally impacted as it will not be compressed but many cases will benefit.
- Neuron Compiler - Additional performance enhancements, memory optimizations, and bug fixes, see [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn).
- TensorFlow Neuron - Performance enhancements, memory optimizations, and bug fixes. see [TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes](../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn).
- MXNet Neuron - Enhancements and minor bug fixes (MXNet 1.8), see [Apache MXNet Neuron (Incubating) Release Notes](../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn).
- Neuron Runtime - Performance enhancements, memory optimizations, and bug fixes. neuron-runtime-release-notes.
- Neuron Tools - Minor bug fixes and enhancements.
- Software Deprecation
> - End of support for Neuron Conda packages in Deep Learning AMI, users should use pip upgrade commands to upgrade to latest Neuron version in DLAMI, see [blog](https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/).
>
> - End of support for Ubuntu 16, see [documentation](../../../general/announcements/neuron1.x/announcements.html#eol-ubuntu16).
>
## [Neuron 1.13.0 (05/01/2021)](#id32)[#](#neuron-1-13-0-05-01-2021 "Permalink to this headline")
This release introduces higher performance, updated framework support, new tutorials, and adding models and tools:
- Additional compiler improvements boost performance up to 20% higher throughput compared to previous release across model types.
- Improving usability for NLP models, with out-of-the-box 12x higher-throughput at 70% lower cost for Hugging Face Transformers pre-trained BERT Base models, see [Using NeuronCore Pipeline with PyTorch Tutorial](../../../frameworks/torch/torch-neuron/tutorials/neuroncore_pipeline_pytorch.html#pytorch-tutorials-neuroncore-pipeline-pytorch).
- Upgrade Apache MXNet (Incubating) to 1.8, where Neuron is now a plugin, see [Apache MXNet Neuron (Incubating) Release Notes](../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn).
- PyTorch ResNext models now functional with new operator support, see [PyTorch Neuron (torch-neuron) release notes](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn).
- PyTorch Yolov5 support, see [PyTorch Neuron (torch-neuron) release notes](../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn).
- MXNet (Incubating): Gluon API and Neuron support for NLP BERT models, see [Apache MXNet Neuron (Incubating) Release Notes](../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn).
- PyTorch Convolution operator support has been extended to include most Conv1d and Conv3d variants, please see [PyTorch Neuron (torch-neuron) Supported operators](../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch) for the complete list of operators.
- First release of Neuron plugin for TensorBoard, see [Neuron Plugin for TensorBoard Release Notes](../../tools/tensorboard-neuron.html#neuron-tensorboard-rn).
**Software Deprecation**
- [05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0](../../../general/announcements/neuron1.x/announcements.html#eol-conda-packages)
- [05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0](../../../general/announcements/neuron1.x/announcements.html#eol-ubuntu16)
- [05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard](../../../general/announcements/neuron1.x/announcements.html#eol-classic-tensorboard)
## [March 4, 2021 Release (Patch)](#id33)[#](#march-4-2021-release-patch "Permalink to this headline")
This release include bug fixes and minor enhancements to the Neuron Runtime and Tools.
## [February 24, 2021 Release (Patch)](#id34)[#](#february-24-2021-release-patch "Permalink to this headline")
This release updates all Neuron packages and libraries in response to the Python Secutity issue CVE-2021-3177 as described here: [https://nvd.nist.gov/vuln/detail/CVE-2021-3177](https://nvd.nist.gov/vuln/detail/CVE-2021-3177). This vulnerability potentially exists in multiple versions of Python including 3.5, 3.6, 3.7. Python is used by various components of Neuron, including the Neuron compiler as well as Machine Learning frameworks including TensorFlow, PyTorch and Apache MXNet (Incubating). It is recommended that the Python interpreters used in any AMIs and containers used with Neuron are also updated.
Python 3.5 reached [end-of-life](https://peps.python.org/pep-0478/), from this release Neuron packages will not support Python 3.5. Users should upgrade to latest DLAMI or upgrade to a newer Python versions if they are using other AMI.
## [January 30, 2021 Release](#id35)[#](#january-30-2021-release "Permalink to this headline")
This release continues to improves the NeuronCore Pipeline performance for BERT models. For example, running BERT Base with the the neuroncore-pipeline-cores compile option, at batch=3, seqlen=32 using 16 Neuron Cores, results in throughput of up to 5340 sequences per second and P99 latency of 9ms using Tensorflow Serving.
This release also adds operator support and performance improvements for the PyTorch based DistilBert model for sequence classification.
## [December 23, 2020 Release](#id36)[#](#december-23-2020-release "Permalink to this headline")
This release introduces a PyTorch 1.7 based torch-neuron package as a part of the Neuron SDK. Support for PyTorch model serving with TorchServe 0.2 is added and will be demonstrated with a tutorial. This release also provides an example tutorial for PyTorch based Yolo v4 model for Inferentia.
To aid visibility into compiler activity, the Neuron-extended Frameworks TensorFlow and PyTorch will display a new compilation status indicator that prints a dot (.) every 20 seconds to the console as compilation is executing.
### Important to know:[#](#important-to-know "Permalink to this headline")
1. This update continues to support the torch-neuron version of PyTorch 1.5.1 for backwards compatibility.
2\. As Python 3.5 reached end-of-life in October 2020, and many packages including TorchVision and Transformers have stopped support for Python 3.5, we will begin to stop supporting Python 3.5 for frameworks, starting with PyTorch-Neuron version [\[1.1.7.0\]](../../torch/torch-neuron/torch-neuron.html#neuron-torch-11170) in this release. You can continue to use older versions with Python 3.5.
## [November 17, 2020 Release](#id37)[#](#november-17-2020-release "Permalink to this headline")
This release improves NeuronCore Pipeline performance. For example, running BERT Small, batch=4, seqlen=32 using 4 Neuron Cores, results in throughput of up to 7000 sequences per second and P99 latency of 3ms using Tensorflow Serving.
Neuron tools updated the NeuronCore utilization metric to include all inf1 compute engines and DMAs. Added a new neuron-monitor example that connects to Grafana via Prometheus. We’ve added a new sample script which exports most of neuron-monitor’s metrics to a Prometheus monitoring server. Additionally, we also provided a sample Grafana dashboard. More details at [Neuron Tools](../../../tools/index.html#neuron-tools).
ONNX support is limited and from this version onwards we are not planning to add any additional capabilities to ONNX. We recommend running models in TensorFlow, PyTorch or MXNet for best performance and support.
## [October 22, 2020 Release](#id38)[#](#october-22-2020-release "Permalink to this headline")
This release adds a Neuron kernel mode driver (KMD). The Neuron KMD simplifies Neuron Runtime deployments by removing the need for elevated privileges, improves memory management by removing the need for huge pages configuration, and eliminates the need for running neuron-rtd as a sidecar container. Documentation throughout the repo has been updated to reflect the new support. The new Neuron KMD is backwards compatible with prior versions of Neuron ML Frameworks and Compilers - no changes are required to existing application code.
More details in the Neuron Runtime release notes at neuron-runtime.
## [September 22, 2020 Release](#id39)[#](#september-22-2020-release "Permalink to this headline")
This release improves performance of YOLO v3 and v4, VGG16, SSD300, and BERT. As part of these improvements, Neuron Compiler doesn’t require any special compilation flags for most models. Details on how to use the prior optimizations are outlined in the neuron-cc [Neuron Compiler (neuron-cc) for Inf1 Release Notes](../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn).
The release also improves operational deployments of large scale inference applications, with a session management agent incorporated into all supported ML Frameworks and a new neuron tool called neuron-monitor allows to easily scale monitoring of large fleets of Inference applications. A sample script for connecting neuron-monitor to Amazon CloudWatch metrics is provided as well. Read more about using neuron-monitor [Neuron Monitor User Guide](../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug).
## [August 19, 2020 Release](#id40)[#](#august-19-2020-release "Permalink to this headline")
Bug fix for an error reporting issue with the Neuron Runtime. Previous versions of the runtime were only reporting uncorrectable errors on half of the dram per Inferentia. Other Neuron packages are not changed.
## [August 8, 2020 Release](#id41)[#](#august-8-2020-release "Permalink to this headline")
This release of the Neuron SDK delivers performance enhancements for the BERT Base model. Sequence lengths including 128, 256 and 512 were found to have best performance at batch size 6, 3 and 1 respectively using publically available versions of both Pytorch (1.5.x) and Tensorflow-based (1.15.x) models. The compiler option “-O2” was used in all cases.
A new Kubernetes scheduler extension is included in this release to improve pod scheduling on inf1.6xlarge and inf1.24xlarge instance sizes. Details on how the scheduler works and how to apply the scheduler can be found neuron-k8-scheduler-ext. Check the [Neuron K8 Release Notes](../../containers/neuron-k8.html#neuron-k8-rn) for details changes to k8 components going forward.
## [August 4, 2020 Release](#id42)[#](#august-4-2020-release "Permalink to this headline")
Bug fix for a latent issue caused by a race condition in Neuron Runtime leading to possible crashes. The crash was observed under stress load conditons. All customers are encouraged to update the latest Neuron Runtime package (aws-neuron-runtime), version 1.0.8813.0 or newer. Other Neuron packages are being updated as well, but are to be considered non-critical updates.
## [July 16, 2020 Release](#id43)[#](#july-16-2020-release "Permalink to this headline")
This release of Neuron SDK adds support for the OpenPose (posenet) Neural Network. An example of using Openpose for end to end inference is available [Running OpenPose on Inferentia](../../../src/examples/tensorflow/openpose_demo/openpose.html).
A new PyTorch auto-partitioner feature now automatically builds a Neuron specific graph representation of PyTorch models. The key benefit of this feature is automatic partitioning the model graph to run the supported operators on the NeuronCores and the rest on the host. PyTorch auto-partitioner is enabled by default with ability to disable if a manual partition is needed. More details [PyTorch Neuron](../../../frameworks/torch/index.html#neuron-pytorch). The release also includes various bug fixes and increased operator support.
### Important to know:[#](#id8 "Permalink to this headline")
1. This update moves the supported version for PyTorch to the current release (PyTorch 1.5.1)
2. This release supports Python 3.7 Conda packages in addition to Python 3.6 Conda packages
## [June 18, 2020 Release](#id44)[#](#june-18-2020-release "Permalink to this headline")
Point fix an error related to yum downgrade/update of Neuron Runtime packages. The prior release fails to successfully downgrade/update Neuron Runtime Base package and Neuron Runtime package when using Yum on Amazon Linux 2.
Please remove and then install both packages on AL2 using these commands:
```
# Amazon Linux 2
sudo yum remove aws-neuron-runtime-base
sudo yum remove aws-neuron-runtime
sudo yum install aws-neuron-runtime-base
sudo yum install aws-neuron-runtime
```
## [Jun 11, 2020 Release](#id45)[#](#jun-11-2020-release "Permalink to this headline")
This Neuron release provides support for the recent launch of EKS for Inf1 instance types and numerous other improvements. More details about how to use EKS with the Neuron SDK can be found in AWS documentation [here](https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html).
This release adds initial support for OpenPose PoseNet for images with resolutions upto 400x400.
This release also adds a ‘-O2’ option to the Neuron Compiler. ‘-O2’ can help with handling of large tensor inputs.
In addition the Neuron Compiler increments the version of the compiled artifacts, called “NEFF”, to version 1.0. Neuron Runtime versions earlier than the 1.0.6905.0 release in May 2020 will not be able to execute NEFFs compiled from this release forward. Please see neff-support-table for compatibility.
Stay up to date on future improvements and new features by following the [Roadmap](../../../general/roadmap-readme.html#neuron-roadmap).
Refer to the detailed release notes for more information on each Neuron component.
### Important to know:[#](#important-to-know-1 "Permalink to this headline")
1. Size of neural network. The current Neuron compiler release has a limitation in terms of the size of neural network it could effectively optimize for. The size of neural network is influenced by a number of factors including: a) type of neural network (CNN, LSTM, MLP) , b) number of layers, c) sizes of input (dimension of the tensors, batch size, …). Using the Neuron Compiler ‘-O2’ option can help with handling of large tensor inputs for some models. If not used, Neuron limits the size of CNN models like ResNet to an input size of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have a time step limit of 900; MLP models like BERT to have input size limit of sequence length=128, batch=8.
2. INT8 data type is not currently supported by the Neuron compiler.
3. Neuron does not support TensorFlow 2 or PyTorch 1.4.0.
## [May 15, 2020 Release](#id46)[#](#may-15-2020-release "Permalink to this headline")
Point fix an error related to installation of the Neuron Runtime Base package. The prior release fails to successfully start Neuron Discovery when the Neuron Runtime package is not also installed. This scenario of running Neuron Discovery alone is critical to users of Neuron in container environments.
Please update the aws-neuron-runtime-base package:
```
# Ubuntu 18 or 16:
sudo apt-get update
sudo apt-get install aws-neuron-runtime-base
# Amazon Linux, Centos, RHEL
sudo yum update
sudo yum install aws-neuron-runtime-base
```
## [May 11, 2020 Release](#id47)[#](#may-11-2020-release "Permalink to this headline")
This release provides additional throughput improvements to running inference on a variety of models; for example BERTlarge throughput has improved by an additional 35% compared to the previous release and with peak thoughput of 360 seq/second on inf1.xlarge (more details [Running TensorFlow BERT-Large with AWS Neuron](../../../frameworks/tensorflow/tensorflow-neuron/tutorials/bert_demo/bert_demo.html#tensorflow-bert-demo) ).
In addition to the performance boost, this release adds PyTorch, and MXNet framework support for BERT models, as well as expands container support in preparation to an upcoming EKS launch.
We continue to work on new features and improving performance further, to stay up to date follow this repository and our [Roadmap](../../../general/roadmap-readme.html#neuron-roadmap).
Refer to the detailed release notes for more information for each Neuron component.
### Important to know:[#](#important-to-know-2 "Permalink to this headline")
1. Size of neural network. The current Neuron compiler release has a limitation in terms of the size of neural network it could effectively optimize for. The size of neural network is influenced by a number of factors including: a) type of neural network (CNN, LSTM, MLP) , b) number of layers, c) sizes of input (dimension of the tensors, batch size, …). As a result, we limit the sizes of CNN models like ResNet to have an input size limit of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have a time step limit of 900; MLP models like BERT to have input size limit of sequence length=128, batch=8.
2. INT8 data type is not currently supported by the Neuron compiler.
3. Neuron does not support TensorFlow 2 or PyTorch 1.4.0.
## [Mar 26, 2020 Release](#id48)[#](#mar-26-2020-release "Permalink to this headline")
This release supports a variant of the SSD object detection network, a SSD inference demo is available [Running SSD300 with AWS Neuron](../../../frameworks/tensorflow/tensorflow-neuron/tutorials/ssd300_demo/ssd300_demo.html#tensorflow-ssd300)
This release also enhances our Tensorboard support to enable CPU-node visibility.
Refer to the detailed release notes for more information for each neuron component.
### Important to know:[#](#important-to-know-3 "Permalink to this headline")
1. Size of neural network. The current Neuron compiler release has a limitation in terms of the size of neural network it could effectively optimize for. The size of neural network is influenced by a number of factors including: a) type of neural network (CNN, LSTM, MLP) , b) number of layers, c) sizes of input (dimension of the tensors, batch size, …). As a result, we limit the sizes of CNN models like ResNet to have an input size limit of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have a time step limit of 900; MLP models like BERT to have input size limit of sequence length=128, batch=8.
2. INT8 data type is not currently supported by the Neuron compiler.
3. Neuron does not support TensorFlow 2 or PyTorch 1.4.0.
## [Feb 27, 2020 Release](#id49)[#](#feb-27-2020-release "Permalink to this headline")
This release improves performance throughput by up to 10%, for example ResNet-50 on inf1.xlarge has increased from 1800 img/sec to 2040 img/sec, Neuron logs include more detailed messages and various bug fixes. Refer to the detailed release notes for more details.
We continue to work on new features and improving performance further, to stay up to date follow this repository, and watch the [AWS Neuron developer forum](https://forums.aws.amazon.com/forum.jspa?forumID=355).
### Important to know:[#](#important-to-know-4 "Permalink to this headline")
1. Size of neural network. The current Neuron compiler release has a limitation in terms of the size of neural network it could effectively optimize for. The size of neural network is influenced by a number of factors including: a) type of neural network (CNN, LSTM, MLP) , b) number of layers, c) sizes of input (dimension of the tensors, batch size, …). As a result, we limit the sizes of CNN models like ResNet to have an input size limit of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have a time step limit of 900; MLP models like BERT to have input size limit of sequence length=128, batch=8.
2. Computer-vision object detection and segmentation models are not yet supported.
3. INT8 data type is not currently supported by the Neuron compiler.
4. Neuron does not support TensorFlow 2 or PyTorch 1.4.0.
## [Jan 28, 2020 Release](#id50)[#](#jan-28-2020-release "Permalink to this headline")
This release brings significant throughput improvements to running inference on a variety of models; for example Resnet50 throughput is increased by 63% (measured 1800 img/sec on inf1.xlarge up from 1100/sec, and measured 2300/sec on inf1.2xlarge). BERTbase throughput has improved by 36% compared to the re:Invent launch (up to 26100seq/sec from 19200seq/sec on inf1.24xlarge), and BERTlarge improved by 15% (230 seq/sec, compared to 200 running on inf1.2xlarge). In addition to the performance boost, this release includes various bug fixes as well as additions to the GitHub with [Neuron Features](../../../general/arch/neuron-features/index.html#neuron-features-index) diving deep on how Neuron performance features work and overall improved documentation following customer input.
We continue to work on new features and improving performance further, to stay up to date follow this repository, and watch the [AWS Neuron developer forum](https://forums.aws.amazon.com/forum.jspa?forumID=355).
### Important to know:[#](#important-to-know-5 "Permalink to this headline")
1. Size of neural network. The current Neuron compiler release has a limitation in terms of the size of neural network it could effectively optimize for. The size of neural network is influenced by a number of factors including: a) type of neural network (CNN, LSTM, MLP) , b) number of layers, c) sizes of input (dimension of the tensors, batch size, …). As a result, we limit the sizes of CNN models like ResNet to have an input size limit of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have a time step limit of 900; MLP models like BERT to have input size limit of sequence length=128, batch=8.
2. Computer-vision object detection and segmentation models are not yet supported.
3. INT8 data type is not currently supported by the Neuron compiler.
4. Neuron does not support TensorFlow 2 or PyTorch 1.4.0.
## [Neuron SDK Release Notes Structure](#id51)[#](#neuron-sdk-release-notes-structure "Permalink to this headline")
The Neuron SDK is delivered through commonly used package mananagers (e.g. PIP, APT and YUM). These packages are then themselves packaged into Conda packages that are integrated into the AWS DLAMI for minimal developer overhead.
The Neuron SDK release notes follow a similar structure, with the core improvements and known-issues reported in the release notes of the primary packages (e.g. Neuron-Runtime or Neuron-Compiler release notes), and additional release notes specific to the package-integration are reported through their dedicated release notes (e.g. Conda or DLAMI release notes).
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Release Notes (Neuron 1.x) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/neuron1/prev/rn", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/neuron1/prev/rn.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/neuron1/prev/rn.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/release-notes/neuron1/prev/rn.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-2-08-02-2022">
Neuron 1.19.2 (08/02/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-1-05-27-2022">
Neuron 1.19.1 (05/27/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Neuron 1.19.1 (05/27/2022)
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-0-04-29-2022">
Neuron 1.19.0 (04/29/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-18-0-03-25-2022">
Neuron 1.18.0 (03/25/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-2-02-18-2022">
Neuron 1.17.2 (02/18/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-1-02-16-2022">
Neuron 1.17.1 (02/16/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-0-01-20-2022">
Neuron 1.17.0 (01/20/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-3-01-05-2022">
Neuron 1.16.3 (01/05/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-2-12-15-2021">
Neuron 1.16.2 (12/15/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-1-11-05-2021">
Neuron 1.16.1 (11/05/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-0-10-27-2021">
Neuron 1.16.0 (10/27/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-2-09-22-2021">
Neuron 1.15.2 (09/22/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-1-08-30-2021">
Neuron 1.15.1 (08/30/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-0-08-12-2021">
Neuron 1.15.0 (08/12/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-2-07-26-2021">
Neuron 1.14.2 (07/26/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-1-07-02-2021">
Neuron 1.14.1 (07/02/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-0-05-28-2021">
Neuron 1.14.0 (05/28/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Neuron 1.14.0 (05/28/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-13-0-05-01-2021">
Neuron 1.13.0 (05/01/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#march-4-2021-release-patch">
March 4, 2021 Release (Patch)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#february-24-2021-release-patch">
February 24, 2021 Release (Patch)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#january-30-2021-release">
January 30, 2021 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#december-23-2020-release">
December 23, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#november-17-2020-release">
November 17, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#october-22-2020-release">
October 22, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#september-22-2020-release">
September 22, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-19-2020-release">
August 19, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-8-2020-release">
August 8, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-4-2020-release">
August 4, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#july-16-2020-release">
July 16, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#june-18-2020-release">
June 18, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#jun-11-2020-release">
Jun 11, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-1">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#may-15-2020-release">
May 15, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#may-11-2020-release">
May 11, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-2">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#mar-26-2020-release">
Mar 26, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-3">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#feb-27-2020-release">
Feb 27, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-4">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#jan-28-2020-release">
Jan 28, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-5">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-sdk-release-notes-structure">
Neuron SDK Release Notes Structure
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Previous Release Notes (Neuron 1.x)</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-2-08-02-2022">
Neuron 1.19.2 (08/02/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-1-05-27-2022">
Neuron 1.19.1 (05/27/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Neuron 1.19.1 (05/27/2022)
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-19-0-04-29-2022">
Neuron 1.19.0 (04/29/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-18-0-03-25-2022">
Neuron 1.18.0 (03/25/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-2-02-18-2022">
Neuron 1.17.2 (02/18/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-1-02-16-2022">
Neuron 1.17.1 (02/16/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-17-0-01-20-2022">
Neuron 1.17.0 (01/20/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-3-01-05-2022">
Neuron 1.16.3 (01/05/2022)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-2-12-15-2021">
Neuron 1.16.2 (12/15/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-1-11-05-2021">
Neuron 1.16.1 (11/05/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-16-0-10-27-2021">
Neuron 1.16.0 (10/27/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-2-09-22-2021">
Neuron 1.15.2 (09/22/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-1-08-30-2021">
Neuron 1.15.1 (08/30/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-15-0-08-12-2021">
Neuron 1.15.0 (08/12/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-2-07-26-2021">
Neuron 1.14.2 (07/26/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-1-07-02-2021">
Neuron 1.14.1 (07/02/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-14-0-05-28-2021">
Neuron 1.14.0 (05/28/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Neuron 1.14.0 (05/28/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-1-13-0-05-01-2021">
Neuron 1.13.0 (05/01/2021)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#march-4-2021-release-patch">
March 4, 2021 Release (Patch)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#february-24-2021-release-patch">
February 24, 2021 Release (Patch)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#january-30-2021-release">
January 30, 2021 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#december-23-2020-release">
December 23, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#november-17-2020-release">
November 17, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#october-22-2020-release">
October 22, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#september-22-2020-release">
September 22, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-19-2020-release">
August 19, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-8-2020-release">
August 8, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#august-4-2020-release">
August 4, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#july-16-2020-release">
July 16, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#june-18-2020-release">
June 18, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#jun-11-2020-release">
Jun 11, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-1">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#may-15-2020-release">
May 15, 2020 Release
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#may-11-2020-release">
May 11, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-2">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#mar-26-2020-release">
Mar 26, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-3">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#feb-27-2020-release">
Feb 27, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-4">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#jan-28-2020-release">
Jan 28, 2020 Release
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#important-to-know-5">
Important to know:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-sdk-release-notes-structure">
Neuron SDK Release Notes Structure
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="previous-release-notes-neuron-1-x">
<span id="prev-n1-rn"></span><h1>Previous Release Notes (Neuron 1.x)<a class="headerlink" href="#previous-release-notes-neuron-1-x" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#neuron-1-19-2-08-02-2022" id="id14">Neuron 1.19.2 (08/02/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-19-1-05-27-2022" id="id15">Neuron 1.19.1 (05/27/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-19-0-04-29-2022" id="id16">Neuron 1.19.0 (04/29/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-18-0-03-25-2022" id="id17">Neuron 1.18.0 (03/25/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-17-2-02-18-2022" id="id18">Neuron 1.17.2 (02/18/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-17-1-02-16-2022" id="id19">Neuron 1.17.1 (02/16/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-17-0-01-20-2022" id="id20">Neuron 1.17.0 (01/20/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-16-3-01-05-2022" id="id21">Neuron 1.16.3 (01/05/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-16-2-12-15-2021" id="id22">Neuron 1.16.2 (12/15/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-16-1-11-05-2021" id="id23">Neuron 1.16.1 (11/05/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-16-0-10-27-2021" id="id24">Neuron 1.16.0 (10/27/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-15-2-09-22-2021" id="id25">Neuron 1.15.2 (09/22/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-15-1-08-30-2021" id="id26">Neuron 1.15.1 (08/30/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-15-0-08-12-2021" id="id27">Neuron 1.15.0 (08/12/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-14-2-07-26-2021" id="id28">Neuron 1.14.2 (07/26/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-14-1-07-02-2021" id="id29">Neuron 1.14.1 (07/02/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-14-0-05-28-2021" id="id30">Neuron 1.14.0 (05/28/2021)</a></p></li>
<li><p><a class="reference internal" href="#id5" id="id31">Neuron 1.14.0 (05/28/2021)</a></p></li>
<li><p><a class="reference internal" href="#neuron-1-13-0-05-01-2021" id="id32">Neuron 1.13.0 (05/01/2021)</a></p></li>
<li><p><a class="reference internal" href="#march-4-2021-release-patch" id="id33">March 4, 2021 Release (Patch)</a></p></li>
<li><p><a class="reference internal" href="#february-24-2021-release-patch" id="id34">February 24, 2021 Release (Patch)</a></p></li>
<li><p><a class="reference internal" href="#january-30-2021-release" id="id35">January 30, 2021 Release</a></p></li>
<li><p><a class="reference internal" href="#december-23-2020-release" id="id36">December 23, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#november-17-2020-release" id="id37">November 17, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#october-22-2020-release" id="id38">October 22, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#september-22-2020-release" id="id39">September 22, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#august-19-2020-release" id="id40">August 19, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#august-8-2020-release" id="id41">August 8, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#august-4-2020-release" id="id42">August 4, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#july-16-2020-release" id="id43">July 16, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#june-18-2020-release" id="id44">June 18, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#jun-11-2020-release" id="id45">Jun 11, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#may-15-2020-release" id="id46">May 15, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#may-11-2020-release" id="id47">May 11, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#mar-26-2020-release" id="id48">Mar 26, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#feb-27-2020-release" id="id49">Feb 27, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#jan-28-2020-release" id="id50">Jan 28, 2020 Release</a></p></li>
<li><p><a class="reference internal" href="#neuron-sdk-release-notes-structure" id="id51">Neuron SDK Release Notes Structure</a></p></li>
</ul>
</div>
<div class="section" id="neuron-1-19-2-08-02-2022">
<h2><a class="toc-backref" href="#id14">Neuron 1.19.2 (08/02/2022)</a><a class="headerlink" href="#neuron-1-19-2-08-02-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.19.2</strong> This is a patch release. The release include a <span class="xref std std-ref">security update</span> for Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) and includes compiler bug fix that ignore MXNet dropout for ‘training’ while performing inference.
Please update the Neuron Driver to the latest (version 2.3.26 or newer) so that you can benefit from operational and security updates included in this release.</p>
<div class="admonition important">
<p class="admonition-title">Important</p>
<dl class="simple">
<dt>You must update to the latest Neuron Driver (aws-neuron-dkms version 2.3.26 or newer) before installing or upgrading to latest Neuron release.</dt><dd><ul class="simple">
<li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li>
<li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “<span class="xref std std-ref">install-guide-index</span>” instructions.</p></li>
</ul>
</dd>
</dl>
</div>
</div>
<div class="section" id="neuron-1-19-1-05-27-2022">
<h2><a class="toc-backref" href="#id15">Neuron 1.19.1 (05/27/2022)</a><a class="headerlink" href="#neuron-1-19-1-05-27-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.19.1</strong> is a patch release. This release fixes a bug in Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>). Neuron driver version 2.3.11 included in this release fixes a bug that causes kernel panic when a large memory allocation on Neuron device fails. Neuron Driver 2.3.11 also introduces a new functionality required by the upcoming Neuron 1.20.0 release. Because the new functionality is mandatory for Neuron 1.20.0 support, Neuron Driver 2.3.11 adds a compatibility check that will prevents Neuron 1.20.0 from running with older versions of the driver. An attempt to run Neuron 1.20.0 with an older version of the driver will result in the application terminating with an error message.</p>
<p>In addition, this release updates <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> installation instructions to pin <code class="docutils literal notranslate"><span class="pre">protobuf</span></code> version to avoid <a class="reference external" href="https://github.com/protocolbuffers/protobuf/issues/10051">compatibility issues</a> with older versions of TensorFlow.</p>
<div class="admonition important">
<p class="admonition-title">Important</p>
<dl class="simple">
<dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple">
<li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li>
<li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “<span class="xref std std-ref">install-guide-index</span>” instructions.</p></li>
</ul>
</dd>
</dl>
</div>
<div class="section" id="id1">
<h3>Neuron 1.19.1 (05/27/2022)<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h3>
<p><strong>Neuron 1.19.1</strong> is a patch release. This release fixes a bug in Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>). Neuron driver version 2.3.11 included in this release fixes a bug that causes kernel panic when a large memory allocation on Neuron device fails. Neuron Driver 2.3.11 also introduces a new functionality required by the upcoming Neuron 1.20.0 release. Because the new functionality is mandatory for Neuron 1.20.0 support, Neuron Driver 2.3.11 adds a compatibility check that will prevents Neuron 1.20.0 from running with older versions of the driver. An attempt to run Neuron 1.20.0 with an older version of the driver will result in the application terminating with an error message.</p>
<p>In addition, this release updates <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> installation instructions to pin <code class="docutils literal notranslate"><span class="pre">protobuf</span></code> version to avoid <a class="reference external" href="https://github.com/protocolbuffers/protobuf/issues/10051">compatibility issues</a> with older versions of TensorFlow.</p>
<div class="admonition important">
<p class="admonition-title">Important</p>
<dl class="simple">
<dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple">
<li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li>
<li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “<span class="xref std std-ref">install-guide-index</span>” instructions.</p></li>
</ul>
</dd>
</dl>
</div>
</div>
</div>
<div class="section" id="neuron-1-19-0-04-29-2022">
<h2><a class="toc-backref" href="#id16">Neuron 1.19.0 (04/29/2022)</a><a class="headerlink" href="#neuron-1-19-0-04-29-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.19.0</strong> release adds support for PyTorch version 1.11, updates torch-neuron 1.10 to 1.10.2, and adds support for TensorFlow version 2.8, as well as minor enhancements and bug fixes.</p>
<p>Please note that starting with this release (<em>Neuron 1.19.0</em>), installing <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime-base</span></code> and <code class="docutils literal notranslate"><span class="pre">oci-add-hooks</span></code> are no longer required for Neuron Kubernetes device driver plugin. In addition starting with this release, <em>torch-neuron 1.5</em> <a class="reference internal" href="../../../general/announcements/neuron1.x/eol-pt-15.html#eol-pt-15"><span class="std std-ref">will no longer be supported</span></a>.</p>
</div>
<div class="section" id="neuron-1-18-0-03-25-2022">
<h2><a class="toc-backref" href="#id17">Neuron 1.18.0 (03/25/2022)</a><a class="headerlink" href="#neuron-1-18-0-03-25-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.18.0</strong> release introduces the beta release of <a class="reference internal" href="../../../tools/neuronperf/index.html#neuronperf"><span class="std std-ref">NeuronPerf</span></a>, NeuronPerf is a Python library with a simple API that enables fast measurements of performance when running models with Neuron. This release adds new 5 models to the <a class="reference internal" href="../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">Inf1 Inference Performance</span></a> together with NeuronPerf scripts used to compile these models and run the benchmarks.</p>
<p>This release also introduces additional <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> packages that support C++11 ABI, updates TensorFlow-Neuron 2.5 to 2.5.3, adds support for TensorFlow-Neuron 2.6 and 2.7, and introduces Runtime NEURON_RT_NUM_CORES <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">environment variable</span></a>. In addition this release include minor enhancements and bug fixes in Compiler, Neuron Framework Extensions, Runtime 2.x library and tools. See below detailed release notes.</p>
<p>Starting with this release, <em>TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4</em> will <a class="reference internal" href="../../../general/announcements/neuron1.x/eol-tf-21-24.html#eol-tf-21-24"><span class="std std-ref">no longer be supported</span></a> . We will also <a class="reference internal" href="../../../general/announcements/neuron1.x/announce-eol-pt-1-5.html#announce-eol-pt-1-5"><span class="std std-ref">stop supporting PyTorch Neuron version 1.5</span></a> starting with Neuron 1.19.0 release, and <a class="reference internal" href="../../../general/announcements/neuron1.x/eol-ncgs-env_2.html#eol-ncgs-env_2"><span class="std std-ref">will stop supporting</span></a> <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> environment variable starting with Neuron 1.20.0 release.</p>
</div>
<div class="section" id="neuron-1-17-2-02-18-2022">
<h2><a class="toc-backref" href="#id18">Neuron 1.17.2 (02/18/2022)</a><a class="headerlink" href="#neuron-1-17-2-02-18-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.17.2</strong> is a patch release. This release fixes a bug in TensorFlow Neuron versions 2.1, 2.2. 2.3 and 2.4. The fixed bug was causing a memory leak of 128B for each inference. Starting this release, TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4 are <a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#maintenance-tf21-tf24"><span class="std std-ref">entering maintenance mode</span></a>. Future releases of TensorFlow Neuron versions 2.1, 2.2, 2.3 and 2.4 will address security issues only.</p>
</div>
<div class="section" id="neuron-1-17-1-02-16-2022">
<h2><a class="toc-backref" href="#id19">Neuron 1.17.1 (02/16/2022)</a><a class="headerlink" href="#neuron-1-17-1-02-16-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.17.1</strong> is a patch release. This release fixes a bug in TensorFlow Neuron that caused a memory leak. The memory leak was approximately 128b for each inference and
exists in all versions of TensorFlow Neuron versions part of Neuron 1.16.0 to Neuron 1.17.0 releases. see <a class="reference internal" href="../../prev/content.html#pre-release-content"><span class="std std-ref">Previous Releases Artifacts (Neuron 2.x)</span></a> for exact versions included in each release. This release only fixes the memory leak for TensorFlow versions 1.15 and 2.5 from Neuron. The other versions of TensorFlow Neuron will be fixed in a shortly upcoming release.</p>
</div>
<div class="section" id="neuron-1-17-0-01-20-2022">
<h2><a class="toc-backref" href="#id20">Neuron 1.17.0 (01/20/2022)</a><a class="headerlink" href="#neuron-1-17-0-01-20-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.17.0</strong> release introduces the support of PyTorch 1.10, Tensorflow 2.5 update to version 2.5.2, new operators support in PyTorch
and TensorFlow 1.15, in addition to enhancements and bug fixes in PyTorch, TensorFlow, MxNet, Compiler, Runtime and Tools.</p>
<ul class="simple">
<li><dl class="simple">
<dt><strong>PyTorch</strong></dt><dd><ul>
<li><p>First PyTorch 1.10 support.</p></li>
<li><p>Added new operators support.</p></li>
<li><p>See <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a> and <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch"><span class="std std-ref">PyTorch Neuron (torch-neuron) Supported operators</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>TensorFlow 2.x</strong></dt><dd><ul>
<li><p>Updated Tensorflow 2.5 to version 2.5.2.</p></li>
<li><p>Updated tensorflow-model-server 2.5 to version 2.5.3.</p></li>
<li><p>See <a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html#tensorflow-neuron-rn-v2"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF2.x)) Release Notes</span></a> and <a class="reference internal" href="../../tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuron-v2.html#tensorflow-modelserver-rn-v2"><span class="std std-ref">TensorFlow-Model-Server-Neuron 2.x Release Notes</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>TensorFlow 1.15</strong></dt><dd><ul>
<li><p>Added new operators support.</p></li>
<li><p>See <a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes</span></a> and <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html#neuron-cc-ops-tensorflow"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Supported operators</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>MXNet</strong></dt><dd><ul>
<li><p>Added support for <code class="docutils literal notranslate"><span class="pre">mx_neuron.__version__</span></code> to get the build version of MXNet Neuron plugin.</p></li>
<li><p>See <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>Tools 2.x</strong></dt><dd><ul>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> - Added “all” tab that aggregates all running Neuron processes into a single view.</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> - Improved startup time by approximately 1.5 seconds in most cases.</p></li>
<li><p>See <a class="reference internal" href="../../tools/aws-neuronx-tools.html#neuron-tools-rn"><span class="std std-ref">Neuron System Tools</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>Compiler</strong></dt><dd><ul>
<li><p>Enhancements and minor bug fixes.</p></li>
<li><p>See <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
<li><dl class="simple">
<dt><strong>Runtime 2.x</strong></dt><dd><ul>
<li><p>Enhancements and minor bug fixes.</p></li>
<li><p>See <span class="xref std std-ref">neuron-runtime-release-notes</span> for more details.</p></li>
</ul>
</dd>
</dl>
</li>
</ul>
</div>
<div class="section" id="neuron-1-16-3-01-05-2022">
<h2><a class="toc-backref" href="#id21">Neuron 1.16.3 (01/05/2022)</a><a class="headerlink" href="#neuron-1-16-3-01-05-2022" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.16.3</strong> is a minor release. This release includes performance enhancements and operator support in <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron</span></a>
and minor bug fixes in <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler</span></a>.</p>
</div>
<div class="section" id="neuron-1-16-2-12-15-2021">
<h2><a class="toc-backref" href="#id22">Neuron 1.16.2 (12/15/2021)</a><a class="headerlink" href="#neuron-1-16-2-12-15-2021" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.16.2</strong> is a patch release. This release includes performance enhancements and minor bug fixes in <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler</span></a>
and <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron</span></a>.</p>
</div>
<div class="section" id="neuron-1-16-1-11-05-2021">
<h2><a class="toc-backref" href="#id23">Neuron 1.16.1 (11/05/2021)</a><a class="headerlink" href="#neuron-1-16-1-11-05-2021" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.16.1</strong> is a patch release. This release fixes a bug in Neuron Runtime that would have prevented users from launching a container that doesn’t use all of the Neuron Devices in the instance. If you are using Neuron within a container, please update to this new release by updating to latest Neuron ML framework package, Neuron Tools, and/or TensorFlow Neuron Model Server.</p>
<ul class="simple">
<li><p>To update to latest PyTorch 1.9.1:
<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">--upgrade</span> <span class="pre">torch-neuron</span> <span class="pre">neuron-cc[tensorflow]</span> <span class="pre">torchvision</span></code></p></li>
<li><p>To update to latest TensorFlow 2.5.1:
<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">--upgrade</span> <span class="pre">tensorflow-neuron[cc]</span></code></p></li>
<li><p>To update to latest TensorFlow 1.15.5:
<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">--upgrade</span> <span class="pre">tensorflow-neuron==1.15.5.*</span> <span class="pre">neuron-cc</span></code></p></li>
<li><p>To update to latest MXNet 1.8.0:
<code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">--upgrade</span> <span class="pre">mx_neuron</span> <span class="pre">neuron-cc</span></code></p></li>
</ul>
<p>For more details on how to update the framework packages, please check out our <a class="reference internal" href="../../../general/setup/index.html#setup-guide-index"><span class="std std-ref">Setup Guide</span></a>.</p>
</div>
<div class="section" id="neuron-1-16-0-10-27-2021">
<h2><a class="toc-backref" href="#id24">Neuron 1.16.0 (10/27/2021)</a><a class="headerlink" href="#neuron-1-16-0-10-27-2021" title="Permalink to this headline">#</a></h2>
<p><strong>Neuron 1.16.0 is a release that requires your attention</strong>. <strong>You must update to the latest Neuron Driver (</strong> <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> <strong>version 2.1 or newer)
for successful installation or upgrade</strong>.</p>
<p>This release introduces
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Neuron Runtime 2.x</span></a>, upgrades <a class="reference internal" href="../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref">PyTorch Neuron</span></a> to
PyTorch 1.9.1, adds support for new APIs (<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel" title="torch.neuron.DataParallel"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch.neuron.DataParallel()</span></code></a> and <code class="docutils literal notranslate"><span class="pre">torch_neuron.is_available()</span></code>),
adds new features and capabilities (compiler <code class="docutils literal notranslate"><span class="pre">--fast-math</span></code> <span class="xref std std-ref">option for better fine-tuning of accuracy/performance neuron-cc-training-mixed-precision</span> and <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html#flexeg"><span class="std std-ref">MXNet FlexEG feature</span></a>),
improves <a class="reference internal" href="../../../tools/index.html#neuron-tools"><span class="std std-ref">tools</span></a>, adds support for additional <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/index.html#neuron-supported-operators"><span class="std std-ref">operators</span></a>,
improves <a class="reference internal" href="../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">performance</span></a>
(Up to 20% additional throughput and up to 25% lower latency),
and reduces model loading times. It also simplifies <span class="xref std std-ref">Neuron installation steps</span>,
and improves the user experience of <span class="xref std std-ref">container creation and deployment</span>.
In addition it includes bug fixes, new <a class="reference internal" href="../../../general/appnotes/index.html#neuron-appnotes"><span class="std std-ref">application notes</span></a>, updated <span class="xref std std-ref">tutorials</span>,
and announcements of software <span class="xref std std-ref">deprecation</span> and <span class="xref std std-ref">maintenance</span>.</p>
<ul>
<li><p><strong>Neuron Runtime 2.x</strong></p>
<ul>
<li><p><a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> - In this release we are introducing Neuron Runtime 2.x.
The new runtime is a shared library (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>), replacing Neuron Runtime 1.x
which was a server daemon (<code class="docutils literal notranslate"><span class="pre">neruon-rtd</span></code>).</p>
<p>Upgrading to <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> is expected to improves throughput and
latency, simplifies Neuron installation and upgrade process,
introduces new capabilities for allocating NeuronCores to
applications, streamlines container creation, and deprecates tools
that are no longer needed. The new library-based runtime
(<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) is directly integrated into Neuron’s ML Frameworks (with the exception of MXNet 1.5) and Neuron
Tools packages. As a result, users no longer need to install/deploy the
<code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code>package.</p>
<div class="admonition important">
<p class="admonition-title">Important</p>
<ul class="simple">
<li><p>You must update to the latest Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> version 2.1 or newer)
for proper functionality of the new runtime library.</p></li>
<li><p>Read <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a>
application note that describes <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt-why"><span class="std std-ref">why we are making this
change</span></a> and
how <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt-how-sdk"><span class="std std-ref">this change will affect the Neuron
SDK</span></a> in detail.</p></li>
<li><p>Read <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> for detailed information of how to
migrate your application.</p></li>
</ul>
</div>
</li>
</ul>
</li>
<li><p><strong>Performance</strong></p>
<ul class="simple">
<li><p>Updated <a class="reference internal" href="../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">performance numbers</span></a> - Improved performance: Up to 20% additional throughput
and up to 25% lower latency.</p></li>
</ul>
</li>
<li><p><strong>Documentation resources</strong></p>
<ul class="simple">
<li><p>Improved <span class="xref std std-ref">Neuron Setup Guide</span>.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html#bucketing-app-note"><span class="std std-ref">Running inference on variable input shapes with bucketing</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note"><span class="std std-ref">Data Parallel Inference on Torch Neuron</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html#flexeg"><span class="std std-ref">Flexible Execution Group (FlexEG) in Neuron-MXNet</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html#parallel-exec-ncgs"><span class="std std-ref">Parallel Execution using NEURON_RT_NUM_CORES</span></a> application note.</p></li>
<li><p>New <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow_serving_tutorial.html#tensorflow-serving-neuronrt-visible-cores"><span class="std std-ref">Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving</span></a> tutorial.</p></li>
<li><p>Updated <a class="reference internal" href="../../../src/examples/pytorch/resnet50.html"><span class="std std-ref">ResNet50 model for Inferentia</span></a> tutorial to use <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel" title="torch.neuron.DataParallel"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch.neuron.DataParallel()</span></code></a>.</p></li>
</ul>
</li>
<li><p><strong>PyTorch</strong></p>
<ul class="simple">
<li><p>PyTorch now supports Neuron Runtime 2.x only. Please visit <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> for
more information.</p></li>
<li><p>Introducing PyTorch 1.9.1 support.</p></li>
<li><p>Introducing new APIs: <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html#torch.neuron.DataParallel" title="torch.neuron.DataParallel"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch.neuron.DataParallel()</span></code></a> (see <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note"><span class="std std-ref">Data Parallel Inference on Torch Neuron</span></a> application note for more details) and
<code class="docutils literal notranslate"><span class="pre">torch_neuron.is_available()</span></code>.</p></li>
<li><p>Introducing <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch"><span class="std std-ref">new operators support</span></a>.</p></li>
<li><p>For more information visit <a class="reference internal" href="../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref">PyTorch Neuron</span></a></p></li>
</ul>
</li>
<li><p><strong>TensorFlow 2.x</strong></p>
<ul class="simple">
<li><p>TensorFlow 2.x now supports Neuron Runtime 2.x only. Please visit
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p></li>
<li><p>Updated Tensorflow 2.3.x from Tensorflow 2.3.3 to Tensorflow
2.3.4.</p></li>
<li><p>Updated Tensorflow 2.4.x from Tensorflow 2.4.2 to Tensorflow
2.4.3.</p></li>
<li><p>Updated Tensorflow 2.5.x from Tensorflow 2.5.0 to Tensorflow
2.5.1.</p></li>
<li><p>Introducing <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html#tensorflow-ref-neuron-accelerated-ops"><span class="std std-ref">new operators support</span></a></p></li>
<li><p>For more information visit <span class="xref std std-ref">tensorflow-neuron</span></p></li>
</ul>
</li>
<li><p><strong>TensorFlow 1.x</strong></p>
<ul class="simple">
<li><p>TensorFlow 1.x now supports Neuron Runtime 2.x only. Please visit
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p></li>
<li><p>Introducing <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html#neuron-cc-ops-tensorflow"><span class="std std-ref">new operators support</span></a>.</p></li>
<li><p>For more information visit <span class="xref std std-ref">tensorflow-neuron</span></p></li>
</ul>
</li>
<li><p><strong>MXNet 1.8</strong></p>
<ul class="simple">
<li><p>MXNet 1.8 now supports Neuron Runtime 2.x only. Please visit
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p></li>
<li><p>Introducing Flexible Execution Groups (FlexEG) feature.</p></li>
<li><p>MXNet 1.5 enters maintenance mode. Please visit <a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#maintenance-mxnet-1-5"><span class="std std-ref">10/27/2021 - Neuron support for Apache MXNet 1.5 enters maintenance mode</span></a> for more
information.</p></li>
<li><p>For more information visit <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html#neuron-mxnet"><span class="std std-ref">MXNet Neuron</span></a></p></li>
</ul>
</li>
<li><p><strong>Neuron Compiler</strong></p>
<ul class="simple">
<li><p>Introducing the <code class="docutils literal notranslate"><span class="pre">–-fast-math</span></code> option for better fine-tuning of accuracy/performance. See <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a></p></li>
<li><p>Support added for new ArgMax and ArgMin operators. See <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a>.</p></li>
<li><p>For more information visit <span class="xref std std-ref">neuron-cc</span></p></li>
</ul>
</li>
<li><p><strong>Neuron Tools</strong></p>
<ul class="simple">
<li><p>Updates have been made to <code class="docutils literal notranslate"><span class="pre">neuron-ls</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> to
improve the interface and utility of information
provided.</p></li>
<li><p><cite>neuron-monitor`</cite> has been enhanced to include additional information when
used to monitor the latest Frameworks released with Neuron 1.16.0. See <a class="reference internal" href="../../tools/aws-neuronx-tools.html#neuron-tools-rn"><span class="std std-ref">Neuron System Tools</span></a>.</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> is entering maintenance mode as its use is no longer
relevant when using ML Frameworks with an integrated Neuron
Runtime (libnrt.so).</p></li>
<li><p>For more information visit <a class="reference internal" href="../../../tools/index.html#neuron-tools"><span class="std std-ref">Neuron Tools</span></a></p></li>
</ul>
</li>
<li><p><strong>Neuron Containers</strong></p>
<ul class="simple">
<li><p>Starting with Neuron 1.16.0, installation of Neuron ML Frameworks now includes
an integrated Neuron Runtime library. As a result, it is
no longer required to deploy <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>. Please visit <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html#introduce-libnrt"><span class="std std-ref">Introducing Neuron Runtime 2.x (libnrt.so)</span></a> for
information.</p></li>
<li><p>When using containers built with components from Neuron 1.16.0, or
newer, please use <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> version 2.1 or newer and the
latest version of <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime-base</span></code>. Passing additional
system capabilities is no longer required.</p></li>
<li><p>For more information visit <span class="xref std std-ref">neuron-containers</span></p></li>
</ul>
</li>
<li><p><strong>Neuron Driver</strong></p>
<ul class="simple">
<li><p>Support is added for Neuron Runtime 2.x (libnrt.so).</p></li>
<li><p>Memory improvements have been made to ensure all allocations are made with
4K alignments.</p></li>
</ul>
</li>
<li><p><strong>Software Deprecation</strong></p>
<ul class="simple">
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-ncgs-env"><span class="std std-ref">10/27/2021 - Announcing end of support for NEURONCORE_GROUP_SIZES</span></a></p></li>
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-ncg"><span class="std std-ref">10/27/2021 - End of support for NeuronCore Groups (NCG)</span></a></p></li>
</ul>
</li>
<li><p><strong>Software maintenance mode</strong></p>
<ul class="simple">
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#maintenance-rtd"><span class="std std-ref">10/27/2021 - Neuron Runtime 1.x (neuron-rtd) enters maintenance mode</span></a></p></li>
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#maintenance-mxnet-1-5"><span class="std std-ref">10/27/2021 - Neuron support for Apache MXNet 1.5 enters maintenance mode</span></a></p></li>
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#maintenance-neuron-cli"><span class="std std-ref">10/27/2021 - neuron-cli enters maintenance mode</span></a></p></li>
</ul>
</li>
</ul>
</div>
<div class="section" id="neuron-1-15-2-09-22-2021">
<h2><a class="toc-backref" href="#id25">Neuron 1.15.2 (09/22/2021)</a><a class="headerlink" href="#neuron-1-15-2-09-22-2021" title="Permalink to this headline">#</a></h2>
<p>Neuron 1.15.2 includes bug fixes for the tensorflow-model-server-neuron 2.5.1.1.6.8.0 package and several other bug fixes for tensorflow-neuron/tensorflow-model-server-neuron packages.</p>
</div>
<div class="section" id="neuron-1-15-1-08-30-2021">
<h2><a class="toc-backref" href="#id26">Neuron 1.15.1 (08/30/2021)</a><a class="headerlink" href="#neuron-1-15-1-08-30-2021" title="Permalink to this headline">#</a></h2>
<p>Neuron 1.15.1 includes bug fixes for the aws-neuron-dkms package and several other bug fixes for related packages.</p>
</div>
<div class="section" id="neuron-1-15-0-08-12-2021">
<h2><a class="toc-backref" href="#id27">Neuron 1.15.0 (08/12/2021)</a><a class="headerlink" href="#neuron-1-15-0-08-12-2021" title="Permalink to this headline">#</a></h2>
<p>Neuron 1.15.0 is the first release to support TensorFlow 2. In this release TensorFlow 2 supports language transformer base models like BERT. The TensorFlow 2 support will be enhanced in future releases to support additional models.</p>
<ul class="simple">
<li><p><strong>TensorFlow 2.x</strong> - To get started with TensorFlow 2.x:</p>
<ul>
<li><p>Run the TensorFlow 2 <a class="reference internal" href="../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html"><span class="std std-ref">HuggingFace distilBERT Tutorial</span></a>.</p></li>
<li><p>Read <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tf2_faq.html#tf2-faq"><span class="std std-ref">TensorFlow 2.x FAQ</span></a></p></li>
<li><p>See newly introduced <span class="xref std std-ref">TensorFlow 2.x (``tensorflow-neuron`</span>) Tracing API <tensorflow-ref-neuron-tracing-api>`.</p></li>
<li><p>See <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html#tensorflow-ref-neuron-accelerated-ops"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF2.x)) Accelerated (torch-neuron) Python APIs and Graph Ops</span></a>.</p></li>
</ul>
</li>
<li><p><strong>Documentation</strong></p>
<ul>
<li><p><strong>New</strong> <span class="xref std std-ref">models-inferentia</span> application note added in this release. This application note describes what types of deep learning model architectures perform well out of the box and provides guidance on techniques you can use to optimize your deep learning models for Inferentia.</p></li>
<li><p><strong>New</strong> <a class="reference internal" href="../../../general/benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">Neuron inference performance page</span></a> provides performance information for popular models and links to test these models in your own environment. The data includes throughout and latency numbers, cost per inference, for both realtime and offline applications.</p></li>
<li><p><strong>New</strong> <a class="reference internal" href="../../../src/examples/tensorflow/huggingface_bert/huggingface_bert.html"><span class="std std-ref">TensorFlow 2 HuggingFace distilBERT Tutorial</span></a>.</p></li>
<li><p><strong>New</strong> <a class="reference internal" href="../../../src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.html"><span class="std std-ref">Bring your own HuggingFace pretrained BERT container to Sagemaker Tutorial</span></a>.</p></li>
</ul>
</li>
<li><p><strong>More information</strong></p>
<ul>
<li><p><a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes</span></a></p></li>
<li><p><a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a></p></li>
<li><p><a class="reference internal" href="../../tensorflow/tensorflow-modelserver-neuron/tensorflow-modelserver-neuron.html#tensorflow-modelserver-rn"><span class="std std-ref">TensorFlow-Model-Server-Neuron 1.x Release Notes</span></a></p></li>
</ul>
</li>
</ul>
</div>
<div class="section" id="neuron-1-14-2-07-26-2021">
<span id="rn"></span><h2><a class="toc-backref" href="#id28">Neuron 1.14.2 (07/26/2021)</a><a class="headerlink" href="#neuron-1-14-2-07-26-2021" title="Permalink to this headline">#</a></h2>
<p>This release (Neuron 1.14.2) , include bug fixes and minor enhancements to Neuron Runtime:</p>
<blockquote>
<div><ul class="simple">
<li><p>Neuron Runtime - see <span class="xref std std-ref">neuron-runtime-release-notes</span></p></li>
</ul>
</div></blockquote>
</div>
<div class="section" id="neuron-1-14-1-07-02-2021">
<h2><a class="toc-backref" href="#id29">Neuron 1.14.1 (07/02/2021)</a><a class="headerlink" href="#neuron-1-14-1-07-02-2021" title="Permalink to this headline">#</a></h2>
<p>This release (Neuron 1.14.1) , include bug fixes and minor enhancements:</p>
<ul class="simple">
<li><p>PyTorch Neuron - This release adds “Dynamic Batching” feature support, see PyTorch-Neuron trace python API for more information, the release also add support for new operators and include additional bug fixes and minor enhancements, for more information see <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a>.</p></li>
<li><p>TensorFlow Neuron - see <a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes</span></a>.</p></li>
<li><p>MXNet Neuron - see <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a>.</p></li>
<li><p>Neuron Compiler - see <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a>.</p></li>
<li><p>Neuron Runtime - see <span class="xref std std-ref">neuron-runtime-release-notes</span>.</p></li>
<li><p>Neuron Tools - see <a class="reference internal" href="../../tools/aws-neuronx-tools.html#neuron-tools-rn"><span class="std std-ref">Neuron System Tools</span></a>.</p></li>
</ul>
</div>
<div class="section" id="neuron-1-14-0-05-28-2021">
<span id="id2"></span><h2><a class="toc-backref" href="#id30">Neuron 1.14.0 (05/28/2021)</a><a class="headerlink" href="#neuron-1-14-0-05-28-2021" title="Permalink to this headline">#</a></h2>
<p>This release (Neuron 1.14.0) introduces first release of PyTorch Neuron 1.8.1, tutorials update, performance enhancements and memory optimizations for PyTorch Neuron, TensorFlow Neuron and MXNet Neuron.</p>
<ul>
<li><p>PyTorch Neuron - First release of PyTorch Neuron 1.8.1.</p></li>
<li><p>PyTorch Neuron - Convolution operator support has been extended to include ConvTranspose2d variants.</p></li>
<li><p>PyTorch Neuron - Updated tutorials to use Hugging Face Transformers 4.6.0.</p></li>
<li><p>PyTorch Neuron - Additional performance enhancements, memory optimizations, and bug fixes. see <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a>.</p></li>
<li><p>Neuron Compiler - New feature - Uncompressed NEFF format for faster loading models prior inference. Enable it by –enable-fast-loading-neuron-binaries. Some cases of large models may be detrimentally impacted as it will not be compressed but many cases will benefit.</p></li>
<li><p>Neuron Compiler - Additional performance enhancements, memory optimizations, and bug fixes, see <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a>.</p></li>
<li><p>TensorFlow Neuron - Performance enhancements, memory optimizations, and bug fixes. see <a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes</span></a>.</p></li>
<li><p>MXNet Neuron - Enhancements and minor bug fixes (MXNet 1.8), see <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a>.</p></li>
<li><p>Neuron Runtime - Performance enhancements, memory optimizations, and bug fixes. <span class="xref std std-ref">neuron-runtime-release-notes</span>.</p></li>
<li><p>Neuron Tools - Minor bug fixes and enhancements.</p></li>
<li><p>Software Deprecation</p>
<blockquote>
<div><ul class="simple">
<li><p>End of support for Neuron Conda packages in Deep Learning AMI, users should use pip upgrade commands to upgrade to latest Neuron version in DLAMI, see <a class="reference external" href="https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/">blog</a>.</p></li>
<li><p>End of support for Ubuntu 16, see <a href="#id3"><span class="problematic" id="id4">:ref:`documentation <eol-ubuntu16>`_</span></a>.</p></li>
</ul>
</div></blockquote>
</li>
</ul>
</div>
<div class="section" id="id5">
<h2><a class="toc-backref" href="#id31">Neuron 1.14.0 (05/28/2021)</a><a class="headerlink" href="#id5" title="Permalink to this headline">#</a></h2>
<p>This release (Neuron 1.14.0) introduces first release of PyTorch Neuron 1.8.1, tutorials update, performance enhancements and memory optimizations for PyTorch Neuron, TensorFlow Neuron and MXNet Neuron.</p>
<ul>
<li><p>PyTorch Neuron - First release of PyTorch Neuron 1.8.1.</p></li>
<li><p>PyTorch Neuron - Convolution operator support has been extended to include ConvTranspose2d variants.</p></li>
<li><p>PyTorch Neuron - Updated tutorials to use Hugging Face Transformers 4.6.0.</p></li>
<li><p>PyTorch Neuron - Additional performance enhancements, memory optimizations, and bug fixes. see <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a>.</p></li>
<li><p>Neuron Compiler - New feature - Uncompressed NEFF format for faster loading models prior inference. Enable it by –enable-fast-loading-neuron-binaries. Some cases of large models may be detrimentally impacted as it will not be compressed but many cases will benefit.</p></li>
<li><p>Neuron Compiler - Additional performance enhancements, memory optimizations, and bug fixes, see <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a>.</p></li>
<li><p>TensorFlow Neuron - Performance enhancements, memory optimizations, and bug fixes. see <a class="reference internal" href="../../tensorflow/tensorflow-neuron/tensorflow-neuron.html#tensorflow-neuron-rn"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron (TF1.x)) Release Notes</span></a>.</p></li>
<li><p>MXNet Neuron - Enhancements and minor bug fixes (MXNet 1.8), see <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a>.</p></li>
<li><p>Neuron Runtime - Performance enhancements, memory optimizations, and bug fixes. <span class="xref std std-ref">neuron-runtime-release-notes</span>.</p></li>
<li><p>Neuron Tools - Minor bug fixes and enhancements.</p></li>
<li><p>Software Deprecation</p>
<blockquote>
<div><ul class="simple">
<li><p>End of support for Neuron Conda packages in Deep Learning AMI, users should use pip upgrade commands to upgrade to latest Neuron version in DLAMI, see <a class="reference external" href="https://aws.amazon.com/blogs/developer/neuron-conda-packages-eol/">blog</a>.</p></li>
<li><p>End of support for Ubuntu 16, see <a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-ubuntu16"><span class="std std-ref">documentation</span></a>.</p></li>
</ul>
</div></blockquote>
</li>
</ul>
</div>
<div class="section" id="neuron-1-13-0-05-01-2021">
<h2><a class="toc-backref" href="#id32">Neuron 1.13.0 (05/01/2021)</a><a class="headerlink" href="#neuron-1-13-0-05-01-2021" title="Permalink to this headline">#</a></h2>
<p>This release introduces higher performance, updated framework support, new tutorials, and adding models and tools:</p>
<ul class="simple">
<li><p>Additional compiler improvements boost performance up to 20% higher throughput compared to previous release across model types.</p></li>
<li><p>Improving usability for NLP models, with out-of-the-box 12x higher-throughput at 70% lower cost for Hugging Face Transformers pre-trained BERT Base models, see <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/neuroncore_pipeline_pytorch.html#pytorch-tutorials-neuroncore-pipeline-pytorch"><span class="std std-ref">Using NeuronCore Pipeline with PyTorch Tutorial</span></a>.</p></li>
<li><p>Upgrade Apache MXNet (Incubating) to 1.8, where Neuron is now a plugin, see <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a>.</p></li>
<li><p>PyTorch ResNext models now functional with new operator support, see <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a>.</p></li>
<li><p>PyTorch Yolov5 support, see <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#pytorch-neuron-rn"><span class="std std-ref">PyTorch Neuron (torch-neuron) release notes</span></a>.</p></li>
<li><p>MXNet (Incubating): Gluon API and Neuron support for NLP BERT models, see <a class="reference internal" href="../../mxnet-neuron/mxnet-neuron.html#mxnet-neuron-rn"><span class="std std-ref">Apache MXNet Neuron (Incubating) Release Notes</span></a>.</p></li>
<li><p>PyTorch Convolution operator support has been extended to include most Conv1d and Conv3d variants, please see <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html#neuron-cc-ops-pytorch"><span class="std std-ref">PyTorch Neuron (torch-neuron) Supported operators</span></a> for the complete list of operators.</p></li>
<li><p>First release of Neuron plugin for TensorBoard, see <a class="reference internal" href="../../tools/tensorboard-neuron.html#neuron-tensorboard-rn"><span class="std std-ref">Neuron Plugin for TensorBoard Release Notes</span></a>.</p></li>
</ul>
<p><strong>Software Deprecation</strong></p>
<ul class="simple">
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-conda-packages"><span class="std std-ref">05/28/2021 - End of support for Neuron Conda packages in Deep Learning AMI starting Neuron 1.14.0</span></a></p></li>
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-ubuntu16"><span class="std std-ref">05/01/2021 - End of support for Ubuntu 16 starting Neuron 1.14.0</span></a></p></li>
<li><p><a class="reference internal" href="../../../general/announcements/neuron1.x/announcements.html#eol-classic-tensorboard"><span class="std std-ref">05/01/2021 - End of support for classic TensorBoard-Neuron starting Neuron 1.13.0 and introducing Neuron Plugin for TensorBoard</span></a></p></li>
</ul>
</div>
<div class="section" id="march-4-2021-release-patch">
<span id="id7"></span><h2><a class="toc-backref" href="#id33">March 4, 2021 Release (Patch)</a><a class="headerlink" href="#march-4-2021-release-patch" title="Permalink to this headline">#</a></h2>
<p>This release include bug fixes and minor enhancements to the Neuron Runtime and Tools.</p>
</div>
<div class="section" id="february-24-2021-release-patch">
<h2><a class="toc-backref" href="#id34">February 24, 2021 Release (Patch)</a><a class="headerlink" href="#february-24-2021-release-patch" title="Permalink to this headline">#</a></h2>
<p>This release updates all Neuron packages and libraries in response to the Python Secutity issue CVE-2021-3177 as described here: <a class="reference external" href="https://nvd.nist.gov/vuln/detail/CVE-2021-3177">https://nvd.nist.gov/vuln/detail/CVE-2021-3177</a>. This vulnerability potentially exists in multiple versions of Python including 3.5, 3.6, 3.7. Python is used by various components of Neuron, including the Neuron compiler as well as Machine Learning frameworks including TensorFlow, PyTorch and Apache MXNet (Incubating). It is recommended that the Python interpreters used in any AMIs and containers used with Neuron are also updated.</p>
<p>Python 3.5 reached <a class="reference external" href="https://peps.python.org/pep-0478/">end-of-life</a>, from this release Neuron packages will not support Python 3.5.
Users should upgrade to latest DLAMI or upgrade to a newer Python versions if they are using other AMI.</p>
</div>
<div class="section" id="january-30-2021-release">
<h2><a class="toc-backref" href="#id35">January 30, 2021 Release</a><a class="headerlink" href="#january-30-2021-release" title="Permalink to this headline">#</a></h2>
<p>This release continues to improves the NeuronCore Pipeline performance for BERT models. For example, running BERT Base with the the neuroncore-pipeline-cores compile option, at batch=3, seqlen=32 using 16 Neuron Cores, results in throughput of up to 5340 sequences per second and P99 latency of 9ms using Tensorflow Serving.</p>
<p>This release also adds operator support and performance improvements for the PyTorch based DistilBert model for sequence classification.</p>
</div>
<div class="section" id="december-23-2020-release">
<h2><a class="toc-backref" href="#id36">December 23, 2020 Release</a><a class="headerlink" href="#december-23-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release introduces a PyTorch 1.7 based torch-neuron package as a part of the Neuron SDK. Support for PyTorch model serving with TorchServe 0.2 is added and will be demonstrated with a tutorial. This release also provides an example tutorial for PyTorch based Yolo v4 model for Inferentia.</p>
<p>To aid visibility into compiler activity, the Neuron-extended Frameworks TensorFlow and PyTorch will display a new compilation status indicator that prints a dot (.) every 20 seconds to the console as compilation is executing.</p>
<div class="section" id="important-to-know">
<h3>Important to know:<a class="headerlink" href="#important-to-know" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>This update continues to support the torch-neuron version of PyTorch 1.5.1 for backwards compatibility.</p></li>
</ol>
<p>2. As Python 3.5 reached end-of-life in October 2020, and many packages including TorchVision and Transformers have
stopped support for Python 3.5, we will begin to stop supporting Python 3.5 for frameworks, starting with
PyTorch-Neuron version <a class="reference internal" href="../../torch/torch-neuron/torch-neuron.html#neuron-torch-11170"><span class="std std-ref">[1.1.7.0]</span></a> in this release. You can continue to use older versions with Python 3.5.</p>
</div>
</div>
<div class="section" id="november-17-2020-release">
<h2><a class="toc-backref" href="#id37">November 17, 2020 Release</a><a class="headerlink" href="#november-17-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release improves NeuronCore Pipeline performance. For example,
running BERT Small, batch=4, seqlen=32 using 4 Neuron Cores, results in
throughput of up to 7000 sequences per second and P99 latency of 3ms
using Tensorflow Serving.</p>
<p>Neuron tools updated the NeuronCore utilization metric to include all
inf1 compute engines and DMAs. Added a new neuron-monitor example that
connects to Grafana via Prometheus. We’ve added a new sample script
which exports most of neuron-monitor’s metrics to a Prometheus
monitoring server. Additionally, we also provided a sample Grafana
dashboard. More details at <a class="reference internal" href="../../../tools/index.html#neuron-tools"><span class="std std-ref">Neuron Tools</span></a>.</p>
<p>ONNX support is limited and from this version onwards we are not
planning to add any additional capabilities to ONNX. We recommend
running models in TensorFlow, PyTorch or MXNet for best performance and
support.</p>
</div>
<div class="section" id="october-22-2020-release">
<h2><a class="toc-backref" href="#id38">October 22, 2020 Release</a><a class="headerlink" href="#october-22-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release adds a Neuron kernel mode driver (KMD). The Neuron KMD
simplifies Neuron Runtime deployments by removing the need for elevated
privileges, improves memory management by removing the need for huge
pages configuration, and eliminates the need for running neuron-rtd as a
sidecar container. Documentation throughout the repo has been updated to
reflect the new support. The new Neuron KMD is backwards compatible with
prior versions of Neuron ML Frameworks and Compilers - no changes are
required to existing application code.</p>
<p>More details in the Neuron Runtime release notes at <span class="xref std std-ref">neuron-runtime</span>.</p>
</div>
<div class="section" id="september-22-2020-release">
<h2><a class="toc-backref" href="#id39">September 22, 2020 Release</a><a class="headerlink" href="#september-22-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release improves performance of YOLO v3 and v4, VGG16, SSD300, and
BERT. As part of these improvements, Neuron Compiler doesn’t require any
special compilation flags for most models. Details on how to use the
prior optimizations are outlined in the neuron-cc <a class="reference internal" href="../../compiler/neuron-cc/neuron-cc.html#neuron-cc-rn"><span class="std std-ref">Neuron Compiler (neuron-cc) for Inf1 Release Notes</span></a>.</p>
<p>The release also improves operational deployments of large scale
inference applications, with a session management agent incorporated
into all supported ML Frameworks and a new neuron tool called
neuron-monitor allows to easily scale monitoring of large fleets of
Inference applications. A sample script for connecting neuron-monitor to
Amazon CloudWatch metrics is provided as well. Read more about using
neuron-monitor <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug"><span class="std std-ref">Neuron Monitor User Guide</span></a>.</p>
</div>
<div class="section" id="august-19-2020-release">
<h2><a class="toc-backref" href="#id40">August 19, 2020 Release</a><a class="headerlink" href="#august-19-2020-release" title="Permalink to this headline">#</a></h2>
<p>Bug fix for an error reporting issue with the Neuron Runtime. Previous
versions of the runtime were only reporting uncorrectable errors on half
of the dram per Inferentia. Other Neuron packages are not changed.</p>
</div>
<div class="section" id="august-8-2020-release">
<h2><a class="toc-backref" href="#id41">August 8, 2020 Release</a><a class="headerlink" href="#august-8-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release of the Neuron SDK delivers performance enhancements for the
BERT Base model. Sequence lengths including 128, 256 and 512 were found
to have best performance at batch size 6, 3 and 1 respectively using
publically available versions of both Pytorch (1.5.x) and
Tensorflow-based (1.15.x) models. The compiler option “-O2” was used in
all cases.</p>
<p>A new Kubernetes scheduler extension is included in this release to
improve pod scheduling on inf1.6xlarge and inf1.24xlarge instance sizes.
Details on how the scheduler works and how to apply the scheduler can be
found <span class="xref std std-ref">neuron-k8-scheduler-ext</span>.
Check the <a class="reference internal" href="../../containers/neuron-k8.html#neuron-k8-rn"><span class="std std-ref">Neuron K8 Release Notes</span></a> for details
changes to k8 components going forward.</p>
</div>
<div class="section" id="august-4-2020-release">
<h2><a class="toc-backref" href="#id42">August 4, 2020 Release</a><a class="headerlink" href="#august-4-2020-release" title="Permalink to this headline">#</a></h2>
<p>Bug fix for a latent issue caused by a race condition in Neuron Runtime
leading to possible crashes. The crash was observed under stress load
conditons. All customers are encouraged to update the latest Neuron
Runtime package (aws-neuron-runtime), version 1.0.8813.0 or newer. Other
Neuron packages are being updated as well, but are to be considered
non-critical updates.</p>
</div>
<div class="section" id="july-16-2020-release">
<h2><a class="toc-backref" href="#id43">July 16, 2020 Release</a><a class="headerlink" href="#july-16-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release of Neuron SDK adds support for the OpenPose (posenet)
Neural Network. An example of using Openpose for end to end inference is
available <a class="reference internal" href="../../../src/examples/tensorflow/openpose_demo/openpose.html"><span class="std std-ref">Running OpenPose on Inferentia</span></a>.</p>
<p>A new PyTorch auto-partitioner feature now automatically builds a Neuron
specific graph representation of PyTorch models. The key benefit of this
feature is automatic partitioning the model graph to run the supported
operators on the NeuronCores and the rest on the host. PyTorch
auto-partitioner is enabled by default with ability to disable if a
manual partition is needed. More details <a class="reference internal" href="../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref">PyTorch Neuron</span></a>. The
release also includes various bug fixes and increased operator support.</p>
<div class="section" id="id8">
<h3>Important to know:<a class="headerlink" href="#id8" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>This update moves the supported version for PyTorch to the current
release (PyTorch 1.5.1)</p></li>
<li><p>This release supports Python 3.7 Conda packages in addition to Python
3.6 Conda packages</p></li>
</ol>
</div>
</div>
<div class="section" id="june-18-2020-release">
<h2><a class="toc-backref" href="#id44">June 18, 2020 Release</a><a class="headerlink" href="#june-18-2020-release" title="Permalink to this headline">#</a></h2>
<p>Point fix an error related to yum downgrade/update of Neuron Runtime
packages. The prior release fails to successfully downgrade/update
Neuron Runtime Base package and Neuron Runtime package when using Yum on
Amazon Linux 2.</p>
<p>Please remove and then install both packages on AL2 using these
commands:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Amazon Linux 2</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">remove</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span><span class="o">-</span><span class="n">base</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">remove</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">install</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span><span class="o">-</span><span class="n">base</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">install</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span>
</pre></div>
</div>
</div>
<div class="section" id="jun-11-2020-release">
<h2><a class="toc-backref" href="#id45">Jun 11, 2020 Release</a><a class="headerlink" href="#jun-11-2020-release" title="Permalink to this headline">#</a></h2>
<p>This Neuron release provides support for the recent launch of EKS for
Inf1 instance types and numerous other improvements. More details about
how to use EKS with the Neuron SDK can be found in AWS documentation
<a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html">here</a>.</p>
<p>This release adds initial support for OpenPose PoseNet for images with
resolutions upto 400x400.</p>
<p>This release also adds a ‘-O2’ option to the Neuron Compiler. ‘-O2’ can
help with handling of large tensor inputs.</p>
<p>In addition the Neuron Compiler increments the version of the compiled
artifacts, called “NEFF”, to version 1.0. Neuron Runtime versions
earlier than the 1.0.6905.0 release in May 2020 will not be able to
execute NEFFs compiled from this release forward. Please see <span class="xref std std-ref">neff-support-table</span> for
compatibility.</p>
<p>Stay up to date on future improvements and new features by following the <a class="reference internal" href="../../../general/roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap</span></a>.</p>
<p>Refer to the detailed release notes for more information on each Neuron
component.</p>
<div class="section" id="important-to-know-1">
<span id="id9"></span><h3>Important to know:<a class="headerlink" href="#important-to-know-1" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>Size of neural network. The current Neuron compiler release has a
limitation in terms of the size of neural network it could
effectively optimize for. The size of neural network is influenced by
a number of factors including: a) type of neural network (CNN, LSTM,
MLP) , b) number of layers, c) sizes of input (dimension of the
tensors, batch size, …). Using the Neuron Compiler ‘-O2’ option can
help with handling of large tensor inputs for some models. If not
used, Neuron limits the size of CNN models like ResNet to an input
size of 480x480 fp16/32, batch size=4; LSTM models like GNMT to have
a time step limit of 900; MLP models like BERT to have input size
limit of sequence length=128, batch=8.</p></li>
<li><p>INT8 data type is not currently supported by the Neuron compiler.</p></li>
<li><p>Neuron does not support TensorFlow 2 or PyTorch 1.4.0.</p></li>
</ol>
</div>
</div>
<div class="section" id="may-15-2020-release">
<h2><a class="toc-backref" href="#id46">May 15, 2020 Release</a><a class="headerlink" href="#may-15-2020-release" title="Permalink to this headline">#</a></h2>
<p>Point fix an error related to installation of the Neuron Runtime Base
package. The prior release fails to successfully start Neuron Discovery
when the Neuron Runtime package is not also installed. This scenario of
running Neuron Discovery alone is critical to users of Neuron in
container environments.</p>
<p>Please update the aws-neuron-runtime-base package:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Ubuntu 18 or 16:</span>
<span class="n">sudo</span> <span class="n">apt</span><span class="o">-</span><span class="n">get</span> <span class="n">update</span>
<span class="n">sudo</span> <span class="n">apt</span><span class="o">-</span><span class="n">get</span> <span class="n">install</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span><span class="o">-</span><span class="n">base</span>
<span class="c1"># Amazon Linux, Centos, RHEL</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">update</span>
<span class="n">sudo</span> <span class="n">yum</span> <span class="n">install</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">runtime</span><span class="o">-</span><span class="n">base</span>
</pre></div>
</div>
</div>
<div class="section" id="may-11-2020-release">
<h2><a class="toc-backref" href="#id47">May 11, 2020 Release</a><a class="headerlink" href="#may-11-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release provides additional throughput improvements to running
inference on a variety of models; for example BERTlarge throughput has
improved by an additional 35% compared to the previous release and with
peak thoughput of 360 seq/second on inf1.xlarge (more details <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/bert_demo/bert_demo.html#tensorflow-bert-demo"><span class="std std-ref">Running TensorFlow BERT-Large with AWS Neuron</span></a> ).</p>
<p>In addition to the performance boost, this release adds PyTorch, and
MXNet framework support for BERT models, as well as expands container
support in preparation to an upcoming EKS launch.</p>
<p>We continue to work on new features and improving performance further,
to stay up to date follow this repository and our <a class="reference internal" href="../../../general/roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap</span></a>.</p>
<p>Refer to the detailed release notes for more information for each Neuron
component.</p>
<div class="section" id="important-to-know-2">
<span id="id10"></span><h3>Important to know:<a class="headerlink" href="#important-to-know-2" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>Size of neural network. The current Neuron compiler release has a
limitation in terms of the size of neural network it could
effectively optimize for. The size of neural network is influenced by
a number of factors including: a) type of neural network (CNN, LSTM,
MLP) , b) number of layers, c) sizes of input (dimension of the
tensors, batch size, …). As a result, we limit the sizes of CNN
models like ResNet to have an input size limit of 480x480 fp16/32,
batch size=4; LSTM models like GNMT to have a time step limit of 900;
MLP models like BERT to have input size limit of sequence length=128,
batch=8.</p></li>
<li><p>INT8 data type is not currently supported by the Neuron compiler.</p></li>
<li><p>Neuron does not support TensorFlow 2 or PyTorch 1.4.0.</p></li>
</ol>
</div>
</div>
<div class="section" id="mar-26-2020-release">
<h2><a class="toc-backref" href="#id48">Mar 26, 2020 Release</a><a class="headerlink" href="#mar-26-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release supports a variant of the SSD object detection network, a
SSD inference demo is available <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/ssd300_demo/ssd300_demo.html#tensorflow-ssd300"><span class="std std-ref">Running SSD300 with AWS Neuron</span></a></p>
<p>This release also enhances our Tensorboard support to enable CPU-node
visibility.</p>
<p>Refer to the detailed release notes for more information for each neuron
component.</p>
<div class="section" id="important-to-know-3">
<span id="id11"></span><h3>Important to know:<a class="headerlink" href="#important-to-know-3" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>Size of neural network. The current Neuron compiler release has a
limitation in terms of the size of neural network it could
effectively optimize for. The size of neural network is influenced by
a number of factors including: a) type of neural network (CNN, LSTM,
MLP) , b) number of layers, c) sizes of input (dimension of the
tensors, batch size, …). As a result, we limit the sizes of CNN
models like ResNet to have an input size limit of 480x480 fp16/32,
batch size=4; LSTM models like GNMT to have a time step limit of 900;
MLP models like BERT to have input size limit of sequence length=128,
batch=8.</p></li>
<li><p>INT8 data type is not currently supported by the Neuron compiler.</p></li>
<li><p>Neuron does not support TensorFlow 2 or PyTorch 1.4.0.</p></li>
</ol>
</div>
</div>
<div class="section" id="feb-27-2020-release">
<h2><a class="toc-backref" href="#id49">Feb 27, 2020 Release</a><a class="headerlink" href="#feb-27-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release improves performance throughput by up to 10%, for example
ResNet-50 on inf1.xlarge has increased from 1800 img/sec to 2040
img/sec, Neuron logs include more detailed messages and various bug
fixes. Refer to the detailed release notes for more details.</p>
<p>We continue to work on new features and improving performance further,
to stay up to date follow this repository, and watch the <a class="reference external" href="https://forums.aws.amazon.com/forum.jspa?forumID=355">AWS Neuron
developer
forum</a>.</p>
<div class="section" id="important-to-know-4">
<span id="id12"></span><h3>Important to know:<a class="headerlink" href="#important-to-know-4" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>Size of neural network. The current Neuron compiler release has a
limitation in terms of the size of neural network it could
effectively optimize for. The size of neural network is influenced by
a number of factors including: a) type of neural network (CNN, LSTM,
MLP) , b) number of layers, c) sizes of input (dimension of the
tensors, batch size, …). As a result, we limit the sizes of CNN
models like ResNet to have an input size limit of 480x480 fp16/32,
batch size=4; LSTM models like GNMT to have a time step limit of 900;
MLP models like BERT to have input size limit of sequence length=128,
batch=8.</p></li>
<li><p>Computer-vision object detection and segmentation models are not yet
supported.</p></li>
<li><p>INT8 data type is not currently supported by the Neuron compiler.</p></li>
<li><p>Neuron does not support TensorFlow 2 or PyTorch 1.4.0.</p></li>
</ol>
</div>
</div>
<div class="section" id="jan-28-2020-release">
<h2><a class="toc-backref" href="#id50">Jan 28, 2020 Release</a><a class="headerlink" href="#jan-28-2020-release" title="Permalink to this headline">#</a></h2>
<p>This release brings significant throughput improvements to running
inference on a variety of models; for example Resnet50 throughput is
increased by 63% (measured 1800 img/sec on inf1.xlarge up from 1100/sec,
and measured 2300/sec on inf1.2xlarge). BERTbase throughput has improved
by 36% compared to the re:Invent launch (up to 26100seq/sec from
19200seq/sec on inf1.24xlarge), and BERTlarge improved by 15% (230
seq/sec, compared to 200 running on inf1.2xlarge). In addition to the
performance boost, this release includes various bug fixes as well as
additions to the GitHub with <a class="reference internal" href="../../../general/arch/neuron-features/index.html#neuron-features-index"><span class="std std-ref">Neuron Features</span></a>
diving deep on how Neuron performance features work and overall improved
documentation following customer input.</p>
<p>We continue to work on new features and improving performance further,
to stay up to date follow this repository, and watch the <a class="reference external" href="https://forums.aws.amazon.com/forum.jspa?forumID=355">AWS Neuron
developer
forum</a>.</p>
<div class="section" id="important-to-know-5">
<span id="id13"></span><h3>Important to know:<a class="headerlink" href="#important-to-know-5" title="Permalink to this headline">#</a></h3>
<ol class="arabic simple">
<li><p>Size of neural network. The current Neuron compiler release has a
limitation in terms of the size of neural network it could
effectively optimize for. The size of neural network is influenced by
a number of factors including: a) type of neural network (CNN, LSTM,
MLP) , b) number of layers, c) sizes of input (dimension of the
tensors, batch size, …). As a result, we limit the sizes of CNN
models like ResNet to have an input size limit of 480x480 fp16/32,
batch size=4; LSTM models like GNMT to have a time step limit of 900;
MLP models like BERT to have input size limit of sequence length=128,
batch=8.</p></li>
<li><p>Computer-vision object detection and segmentation models are not yet
supported.</p></li>
<li><p>INT8 data type is not currently supported by the Neuron compiler.</p></li>
<li><p>Neuron does not support TensorFlow 2 or PyTorch 1.4.0.</p></li>
</ol>
</div>
</div>
<div class="section" id="neuron-sdk-release-notes-structure">
<h2><a class="toc-backref" href="#id51">Neuron SDK Release Notes Structure</a><a class="headerlink" href="#neuron-sdk-release-notes-structure" title="Permalink to this headline">#</a></h2>
<p>The Neuron SDK is delivered through commonly used package mananagers
(e.g. PIP, APT and YUM). These packages are then themselves packaged
into Conda packages that are integrated into the AWS DLAMI for minimal
developer overhead.</p>
<p>The Neuron SDK release notes follow a similar structure, with the core
improvements and known-issues reported in the release notes of the
primary packages (e.g. Neuron-Runtime or Neuron-Compiler release notes),
and additional release notes specific to the package-integration are
reported through their dedicated release notes (e.g. Conda or DLAMI
release notes).</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:39.968Z
|
Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/prev/content.html#pre-release-content
|
# Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Previous Releases Artifacts (Neuron 2.x)[#](#previous-releases-artifacts-neuron-2-x "Permalink to this headline")
Table of contents
- [Neuron 2.14.0 (09/15/2023)](#neuron-2-14-0-09-15-2023)
- [Neuron 2.13.2 (09/01/2023)](#neuron-2-13-2-09-01-2023)
- [Neuron 2.13.1 (08/29/2023)](#neuron-2-13-1-08-29-2023)
- [Neuron 2.13.0 (08/28/2023)](#neuron-2-13-0-08-28-2023)
- [Neuron 2.12.2 (08/20/2023)](#neuron-2-12-2-08-20-2023)
- [Neuron 2.12.1 (08/09/2023)](#neuron-2-12-1-08-09-2023)
- [Neuron 2.12.0 (07/19/2023)](#neuron-2-12-0-07-19-2023)
- [Neuron 2.11.0 (06/14/2023)](#neuron-2-11-0-06-14-2023)
- [Neuron 2.10.0 (05/01/2023)](#neuron-2-10-0-05-01-2023)
- [Neuron 2.9.1 (04/19/2023)](#neuron-2-9-1-04-19-2023)
- [Neuron 2.9.0 (03/28/2023)](#neuron-2-9-0-03-28-2023)
- [Neuron 2.8.0 (02/24/2023)](#neuron-2-8-0-02-24-2023)
- [Neuron 2.7.0 (02/08/2023)](#neuron-2-7-0-02-08-2023)
- [Neuron 2.6.0 (12/12/2022)](#neuron-2-6-0-12-12-2022)
- [Neuron 2.5.0 (11/23/2022)](#neuron-2-5-0-11-23-2022)
- [Neuron 2.4.0 (10/27/2022)](#neuron-2-4-0-10-27-2022)
- [Neuron 2.3.0 (10/10/2022)](#neuron-2-3-0-10-10-2022)
## [Neuron 2.14.0 (09/15/2023)](#id44)[#](#neuron-2-14-0-09-15-2023 "Permalink to this headline")
### Trn1 packages[#](#trn1-packages "Permalink to this headline")
```
List of packages in Neuron 2.14.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.17.9.0
Driver aws-neuronx-dkms-2.13.4.0
nan aws-neuronx-gpsimd-customop-lib-0.7.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.7.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.17.7.0
System Tools aws-neuronx-tools-2.14.6.0
General libneuronxla-0.5.476
General neuronx_hwm-2.10.0.5
PyTorch torch_xla-1.13.1+torchneuronb
Compiler neuronx-cc-2.10.0.34
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.11.0
Transformers Neuron transformers-neuronx-0.7.84
Neuron Distributed neuronx_distributed-0.4.0
```
### Inf2 packages[#](#inf2-packages "Permalink to this headline")
```
List of packages in Neuron 2.14.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.17.9.0
Driver aws-neuronx-dkms-2.13.4.0
nan aws-neuronx-gpsimd-customop-lib-0.7.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.7.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.17.7.0
System Tools aws-neuronx-tools-2.14.6.0
General libneuronxla-0.5.476
General neuronx_hwm-2.10.0.5
PyTorch torch_xla-1.13.1+torchneuronb
Compiler neuronx-cc-2.10.0.34
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.11.0
Transformers Neuron transformers-neuronx-0.7.84
Neuron Distributed neuronx_distributed-0.4.0
```
### Inf1 packages[#](#inf1-packages "Permalink to this headline")
```
List of packages in Neuron 2.14.0:
Component Package
Driver aws-neuronx-dkms-2.13.4.0
System Tools aws-neuronx-tools-2.14.6.0
Compiler neuron-cc-1.19.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.17.2.0
Compiler dmlc_topi-1.17.2.0
Compiler dmlc_tvm-1.17.2.0
Compiler inferentia_hwm-1.15.2.0
```
## [Neuron 2.13.2 (09/01/2023)](#id45)[#](#neuron-2-13-2-09-01-2023 "Permalink to this headline")
### Trn1 packages[#](#id1 "Permalink to this headline")
```
List of packages in Neuron 2.13.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.16.0
Driver aws-neuronx-dkms-2.12.18.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.14.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.440
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.1
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf2 packages[#](#id2 "Permalink to this headline")
```
List of packages in Neuron 2.13.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.16.0
Driver aws-neuronx-dkms-2.12.18.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.14.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.440
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.1
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf1 packages[#](#id3 "Permalink to this headline")
```
List of packages in Neuron 2.13.2:
Component Package
Driver aws-neuronx-dkms-2.12.18.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
```
## [Neuron 2.13.1 (08/29/2023)](#id46)[#](#neuron-2-13-1-08-29-2023 "Permalink to this headline")
### Trn1 packages[#](#id4 "Permalink to this headline")
```
List of packages in Neuron 2.13.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf2 packages[#](#id5 "Permalink to this headline")
```
List of packages in Neuron 2.13.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf1 packages[#](#id6 "Permalink to this headline")
```
List of packages in Neuron 2.13.1:
Component Package
Driver aws-neuronx-dkms-2.12.11.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
```
## [Neuron 2.13.0 (08/28/2023)](#id47)[#](#neuron-2-13-0-08-28-2023 "Permalink to this headline")
### Trn1 packages[#](#id7 "Permalink to this headline")
```
List of packages in Neuron 2.13.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.1
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.16
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf2 packages[#](#id8 "Permalink to this headline")
```
List of packages in Neuron 2.13.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.1
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.16
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
```
### Inf1 packages[#](#id9 "Permalink to this headline")
```
List of packages in Neuron 2.13.0:
Component Package
Driver aws-neuronx-dkms-2.12.11.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
```
## [Neuron 2.12.2 (08/20/2023)](#id48)[#](#neuron-2-12-2-08-20-2023 "Permalink to this headline")
### Trn1 packages[#](#id10 "Permalink to this headline")
```
List of packages in Neuron 2.12.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.1
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf2 packages[#](#id11 "Permalink to this headline")
```
List of packages in Neuron 2.12.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.1
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf1 packages[#](#id12 "Permalink to this headline")
```
List of packages in Neuron 2.12.2:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
```
## [Neuron 2.12.1 (08/09/2023)](#id49)[#](#neuron-2-12-1-08-09-2023 "Permalink to this headline")
### Trn1 packages[#](#id13 "Permalink to this headline")
```
List of packages in Neuron 2.12.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf2 packages[#](#id14 "Permalink to this headline")
```
List of packages in Neuron 2.12.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf1 packages[#](#id15 "Permalink to this headline")
```
List of packages in Neuron 2.12.1:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
```
## [Neuron 2.12.0 (07/19/2023)](#id50)[#](#neuron-2-12-0-07-19-2023 "Permalink to this headline")
### Trn1 packages[#](#id16 "Permalink to this headline")
```
List of packages in Neuron 2.12.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.13.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.11.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.391
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf2 packages[#](#id17 "Permalink to this headline")
```
List of packages in Neuron 2.12.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.13.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.11.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.391
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
```
### Inf1 packages[#](#id18 "Permalink to this headline")
```
List of packages in Neuron 2.12.0:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
```
## [Neuron 2.11.0 (06/14/2023)](#id51)[#](#neuron-2-11-0-06-14-2023 "Permalink to this headline")
### Trn1 packages[#](#id19 "Permalink to this headline")
```
List of packages in Neuron 2.11.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.14.9.0
Driver aws-neuronx-dkms-2.10.11.0
nan aws-neuronx-gpsimd-customop-lib-0.4.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.4.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.14.8.0
System Tools aws-neuronx-tools-2.11.10.0
General libneuronxla-0.5.326
General neuronx_hwm-2.7.0.3
PyTorch torch_xla-1.13.1+torchneuron7
Compiler neuronx-cc-2.7.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
TensorBoard tensorboard-plugin-neuronx-2.5.37.0
PyTorch torch-neuronx-1.13.1.1.8.0
Transformers Neuron transformers-neuronx-0.4.60
nan islpy-2021.1+aws2021.x.169.0
Neuron Distributed neuronx_distributed-0.1.0
```
### Inf2 packages[#](#id20 "Permalink to this headline")
```
List of packages in Neuron 2.11.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.14.9.0
Driver aws-neuronx-dkms-2.10.11.0
nan aws-neuronx-gpsimd-customop-lib-0.4.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.4.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.14.8.0
System Tools aws-neuronx-tools-2.11.10.0
General libneuronxla-0.5.326
General neuronx_hwm-2.7.0.3
PyTorch torch_xla-1.13.1+torchneuron7
Compiler neuronx-cc-2.7.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
TensorBoard tensorboard-plugin-neuronx-2.5.37.0
PyTorch torch-neuronx-1.13.1.1.8.0
Transformers Neuron transformers-neuronx-0.4.60
nan islpy-2021.1+aws2021.x.169.0
Neuron Distributed neuronx_distributed-0.1.0
```
### Inf1 packages[#](#id21 "Permalink to this headline")
```
List of packages in Neuron 2.11.0:
Component Package
Driver aws-neuronx-dkms-2.10.11.0
System Tools aws-neuronx-tools-2.11.10.0
Compiler neuron-cc-1.16.2.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuron-1.15.5.2.8.9.0
TensorFlow tensorflow-neuron-2.10.1.2.8.9.0
TensorFlow tensorflow-neuron-2.7.4.2.8.9.0
TensorFlow tensorflow-neuron-2.8.4.2.8.9.0
TensorFlow tensorflow-neuron-2.9.3.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
PyTorch torch-neuron-1.10.2.2.7.10.0
PyTorch torch-neuron-1.11.0.2.7.10.0
PyTorch torch-neuron-1.12.1.2.7.10.0
PyTorch torch-neuron-1.13.1.2.7.10.0
PyTorch torch-neuron-1.9.1.2.7.10.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.9.0
Perf Tools neuronperf-1.8.6.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.0.0
Compiler dmlc_topi-1.16.0.0
Compiler dmlc_tvm-1.16.0.0
Compiler inferentia_hwm-1.14.2.0
nan islpy-2021.1+aws2021.x.169.0
```
## [Neuron 2.10.0 (05/01/2023)](#id52)[#](#neuron-2-10-0-05-01-2023 "Permalink to this headline")
### Trn1 packages[#](#id22 "Permalink to this headline")
```
List of packages in Neuron 2.10.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.13.7.0
Driver aws-neuronx-dkms-2.9.4.0
CustomOps aws-neuronx-gpsimd-customop-0.3.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.3.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.13.6.0
System Tools aws-neuronx-tools-2.10.1.0
General libneuronxla-0.5.207
General neuronx_hwm-2.6.0.0
PyTorch torch_xla-1.13.1
Compiler neuronx-cc-2.6.0.19
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.26.0
PyTorch torch-neuronx-1.13.1.1.7.0
Transformers Neuron transformers-neuronx-0.3.32
nan islpy-2021.1
```
### Inf2 packages[#](#id23 "Permalink to this headline")
```
List of packages in Neuron 2.10.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.13.7.0
Driver aws-neuronx-dkms-2.9.4.0
CustomOps aws-neuronx-gpsimd-customop-0.3.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.3.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.13.6.0
System Tools aws-neuronx-tools-2.10.1.0
General libneuronxla-0.5.207
General neuronx_hwm-2.6.0.0
PyTorch torch_xla-1.13.1
Compiler neuronx-cc-2.6.0.19
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.26.0
PyTorch torch-neuronx-1.13.1.1.7.0
Transformers Neuron transformers-neuronx-0.3.32
nan islpy-2021.1
```
### Inf1 packages[#](#id24 "Permalink to this headline")
```
List of packages in Neuron 2.10.0:
Component Package
Driver aws-neuronx-dkms-2.9.4.0
System Tools aws-neuronx-tools-2.10.1.0
Compiler neuron-cc-1.15.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuron-1.15.5.2.8.1.0
TensorFlow tensorflow-neuron-2.10.1.2.8.1.0
TensorFlow tensorflow-neuron-2.7.4.2.8.1.0
TensorFlow tensorflow-neuron-2.8.4.2.8.1.0
TensorFlow tensorflow-neuron-2.9.3.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
PyTorch torch-neuron-1.10.2.2.7.1.0
PyTorch torch-neuron-1.11.0.2.7.1.0
PyTorch torch-neuron-1.12.1.2.7.1.0
PyTorch torch-neuron-1.13.1.2.7.1.0
PyTorch torch-neuron-1.9.1.2.7.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.1.0
Perf Tools neuronperf-1.8.0.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.15.0.0
Compiler dmlc_topi-1.15.0.0
Compiler dmlc_tvm-1.15.0.0
Compiler inferentia_hwm-1.14.1
nan islpy-2021.1
```
## [Neuron 2.9.1 (04/19/2023)](#id53)[#](#neuron-2-9-1-04-19-2023 "Permalink to this headline")
### Trn1 packages[#](#id25 "Permalink to this headline")
```
List of packages in Neuron 2.9.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.35.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.23.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.205
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.1
```
### Inf2 packages[#](#id26 "Permalink to this headline")
```
List of packages in Neuron 2.9.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.35.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.23.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.205
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.1
```
### Inf1 packages[#](#id27 "Permalink to this headline")
```
List of packages in Neuron 2.9.1:
Component Package
Driver aws-neuronx-dkms-2.8.4.0
System Tools aws-neuronx-tools-2.9.5.0
Compiler neuron-cc-1.14.3.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuron-1.15.5.2.7.4.0
TensorFlow tensorflow-neuron-2.10.1.2.7.4.0
TensorFlow tensorflow-neuron-2.7.4.2.7.4.0
TensorFlow tensorflow-neuron-2.8.4.2.7.4.0
TensorFlow tensorflow-neuron-2.9.3.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
PyTorch torch-neuron-1.10.2.2.6.6.0
PyTorch torch-neuron-1.11.0.2.6.6.0
PyTorch torch-neuron-1.12.1.2.6.6.0
PyTorch torch-neuron-1.13.1.2.6.6.0
PyTorch torch-neuron-1.9.1.2.6.6.0
MXNet mxnet_neuron-1.5.1.1.10.37.0
MXNet mx_neuron-1.8.0.2.2.127.0
Perf Tools neuronperf-1.7.1.0
Runtime Library libnrt.so (Version 2.12.16.0)
```
## [Neuron 2.9.0 (03/28/2023)](#id54)[#](#neuron-2-9-0-03-28-2023 "Permalink to this headline")
### Trn1 packages[#](#id28 "Permalink to this headline")
```
List of packages in Neuron 2.9.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.27.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.16.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.173
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.0
```
### Inf2 packages[#](#id29 "Permalink to this headline")
```
List of packages in Neuron 2.9.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.27.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.16.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.173
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.0
```
### Inf1 packages[#](#id30 "Permalink to this headline")
```
List of packages in Neuron 2.9.0:
Component Package
Driver aws-neuronx-dkms-2.8.4.0
System Tools aws-neuronx-tools-2.9.5.0
Compiler neuron-cc-1.14.3.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuron-1.15.5.2.7.3.0
TensorFlow tensorflow-neuron-2.10.1.2.7.3.0
TensorFlow tensorflow-neuron-2.7.4.2.7.3.0
TensorFlow tensorflow-neuron-2.8.4.2.7.3.0
TensorFlow tensorflow-neuron-2.9.3.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
PyTorch torch-neuron-1.10.2.2.6.5.0
PyTorch torch-neuron-1.11.0.2.6.5.0
PyTorch torch-neuron-1.12.1.2.6.5.0
PyTorch torch-neuron-1.13.1.2.6.5.0
PyTorch torch-neuron-1.9.1.2.6.5.0
MXNet mxnet_neuron-1.5.1.1.10.37.0
MXNet mx_neuron-1.8.0.2.2.127.0
Perf Tools neuronperf-1.7.1.0
Runtime Library libnrt.so (Version 2.12.16.0)
```
## [Neuron 2.8.0 (02/24/2023)](#id55)[#](#neuron-2-8-0-02-24-2023 "Permalink to this headline")
### Trn1 packages[#](#id31 "Permalink to this headline")
```
List of packages in Neuron 2.8.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Driver aws-neuronx-dkms-2.7.33.0
CustomOps aws-neuronx-gpsimd-customop-0.1.23.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.1.7.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.8.2.0
General libneuronxla-0.5.144
General neuronx_hwm-2.4.0.1
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuronx-2.10.1.1.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuronx-2.5.19.0
PyTorch torch-neuronx-1.13.0.1.5.0
```
### Inf2 packages[#](#id32 "Permalink to this headline")
```
List of packages in Neuron 2.8.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Driver aws-neuronx-dkms-2.7.33.0
CustomOps aws-neuronx-gpsimd-customop-0.1.23.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.1.7.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.8.2.0
General libneuronxla-0.5.144
General neuronx_hwm-2.4.0.1
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuronx-2.10.1.1.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuronx-2.5.19.0
PyTorch torch-neuronx-1.13.0.1.5.0
```
### Inf1 packages[#](#id33 "Permalink to this headline")
```
List of packages in Neuron 2.8.0:
Component Package
Driver aws-neuronx-dkms-2.7.33.0
System Tools aws-neuronx-tools-2.8.2.0
Compiler neuron-cc-1.13.5.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuron-1.15.5.2.6.5.0
TensorFlow tensorflow-neuron-2.7.4.2.6.5.0
TensorFlow tensorflow-neuron-2.8.4.2.6.5.0
TensorFlow tensorflow-neuron-2.9.3.2.6.5.0
TensorFlow tensorflow-neuron-2.10.1.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuron-2.4.6.0
PyTorch torch-neuron-1.11.0.2.5.8.0
PyTorch torch-neuron-1.12.1.2.5.8.0
PyTorch torch-neuron-1.10.2.2.5.8.0
PyTorch torch-neuron-1.9.1.2.5.8.0
MXNet mxnet_neuron-1.5.1.1.10.11.0
MXNet mx_neuron-1.8.0.2.2.43.0
Perf Tools neuronperf-1.6.1.0
Runtime Library libnrt.so (Version 2.10.30.0)
```
## [Neuron 2.7.0 (02/08/2023)](#id56)[#](#neuron-2-7-0-02-08-2023 "Permalink to this headline")
### Trn1 packages[#](#id34 "Permalink to this headline")
```
List of packages in Neuron 2.7.0:
Component Package
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.60.0
TensorFlow tensorflow-neuronx-2.8.2.1.2.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.5.4.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.6.3.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.0.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.0.2.5.6.0
TensorBoard tensorboard-plugin-neuronx-2.5.15.0
nan neuronx-gpsimd-customop-0.1.23.0
nan neuronx-gpsimd-tools-0.1.7.0
PyTorch torch-neuronx-1.13.0.1.4.0
nan torch-xla-1.13.0
Driver aws-neuronx-dkms-2.7.15.0
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.7.2.0
```
### Inf1 packages[#](#id35 "Permalink to this headline")
```
List of Neuron packages included in Neuron release version 2.7.0:
driver : aws-neuronx-dkms-2.7.15.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.7.2.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
```
## [Neuron 2.6.0 (12/12/2022)](#id57)[#](#neuron-2-6-0-12-12-2022 "Permalink to this headline")
### Trn1 packages[#](#id36 "Permalink to this headline")
- `aws-neuronx-dkms-2.6.33.0`
- `aws-neuronx-oci-hook-2.1.14.0`
- `aws-neuronx-runtime-lib-2.10.30.0`
- `aws-neuronx-collectives-2.10.37.0`
- `aws-neuronx-tools-2.6.1.0`
- `aws-neuronx-k8-plugin-2.1.12.0`
- `aws-neuronx-k8-scheduler-2.1.12.0`
- `tensorboard_plugin_neuronx-2.5.3.0`
- `neuronx-cc-2.3.0.4`
- `torch-neuronx-1.12.0.1.4.0`
- `tensorflow-model-server-neuronx_1.15.0.2.5.6.0`
- `tensorflow-model-server-neuronx_2.5.4.2.5.6.0`
- `tensorflow-model-server-neuronx_2.6.3.2.5.6.0`
- `tensorflow-model-server-neuronx_2.7.0.2.5.6.0`
- `tensorflow-model-server-neuronx_2.8.0.2.5.6.0`
### Inf1 packages[#](#id37 "Permalink to this headline")
```
List of Neuron packages included in Neuron release version 2.6.0:
driver : aws-neuronx-dkms-2.6.33.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.6.1.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
```
## [Neuron 2.5.0 (11/23/2022)](#id58)[#](#neuron-2-5-0-11-23-2022 "Permalink to this headline")
### Trn1 packages[#](#id38 "Permalink to this headline")
- `aws-neuronx-dkms-2.6.33.0`
- `aws-neuronx-oci-hook-2.1.14.0`
- `aws-neuronx-runtime-lib-2.10.27.0`
- `aws-neuronx-collectives-2.10.34.0`
- `aws-neuronx-tools-2.5.19.0`
- `aws-neuronx-k8-plugin-2.1.12.0`
- `aws-neuronx-k8-scheduler-2.1.12.0`
- `neuronx-cc-2.2.0.73`
- `torch-neuronx-1.11.0.1.2.0`
- `tensorflow-model-server-neuronx_1.15.0.2.5.6.0`
- `tensorflow-model-server-neuronx_2.5.4.2.5.6.0`
- `tensorflow-model-server-neuronx_2.6.3.2.5.6.0`
- `tensorflow-model-server-neuronx_2.7.0.2.5.6.0`
- `tensorflow-model-server-neuronx_2.8.0.2.5.6.0`
### Inf1 packages[#](#id39 "Permalink to this headline")
```
List of Neuron packages included in Neuron release version 2.5.0:
driver : aws-neuronx-dkms-2.6.33.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.5.19.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
```
## [Neuron 2.4.0 (10/27/2022)](#id59)[#](#neuron-2-4-0-10-27-2022 "Permalink to this headline")
### Trn1 packages[#](#id40 "Permalink to this headline")
- `aws-neuronx-dkms-2.6.5.0`
- `aws-neuronx-oci-hook-2.1.1.0`
- `aws-neuronx-runtime-lib-2.10.15.0`
- `aws-neuronx-collectives-2.10.17.0`
- `aws-neuronx-tools-2.5.16.0`
- `aws-neuronx-k8-plugin-2.1.2.0`
- `aws-neuronx-k8-scheduler-2.1.2.0`
- `neuronx-cc-2.2.0.73`
- `torch-neuronx-1.11.0.1.2.0`
### Inf1 packages[#](#id41 "Permalink to this headline")
```
List of Neuron packages included in Neuron release version 2.4.0:
driver : aws-neuronx-dkms-2.6.5.0
libnrt : libnrt.so (version 2.2.51.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.2.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.2.0
tools : aws-neuron-tools-2.5.16.0
compiler : neuron-cc-1.11.7.0
neuronperf : neuronperf-1.3.0.0
pytorch : torch-neuron-1.7.1.2.3.0.0
pytorch : torch-neuron-1.8.1.2.3.0.0
pytorch : torch-neuron-1.9.1.2.3.0.0
pytorch : torch-neuron-1.10.2.2.3.0.0
pytorch : torch-neuron-1.11.0.2.3.0.0
tensorflow : tensorflow-neuron-1.15.5.2.3.0.0
tensorflow : tensorflow-neuron-2.5.3.2.3.0.0
tensorflow : tensorflow-neuron-2.6.3.2.3.0.0
tensorflow : tensorflow-neuron-2.7.1.2.3.0.0
tensorflow : tensorflow-neuron-2.8.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-1.15.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.5.4.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.6.3.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.7.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.8.0.2.3.0.0
tensorboard : tensorboard-plugin-neuron-2.4.0.0
mxnet : mxnet_neuron-1.5.1.1.10.0.0
mxnet : mx_neuron-1.8.0.2.2.2.0
```
## [Neuron 2.3.0 (10/10/2022)](#id60)[#](#neuron-2-3-0-10-10-2022 "Permalink to this headline")
### Trn1 packages[#](#id42 "Permalink to this headline")
- `aws-neuronx-dkms-2.5.41.0`
- `aws-neuronx-oci-hook-2.0.16.0`
- `aws-neuronx-runtime-lib-2.9.64.0`
- `aws-neuronx-collectives-2.9.86.0`
- `aws-neuronx-tools-2.4.14.0`
- `aws-neuronx-k8-plugin-2.0.1.0`
- `aws-neuronx-k8-scheduler-2.0.1.0`
- `neuronx-cc-2.1.0.76`
- `torch-neuronx-1.11.0.1.1.1`
### Inf1 packages[#](#id43 "Permalink to this headline")
```
List of Neuron packages included in Neuron release version 2.3.0:
driver : aws-neuronx-dkms-2.5.41.0
libnrt : libnrt.so (version 2.2.51.0)
k8-plugin : aws-neuronx-k8-plugin-2.0.1.0
k8-scheduler : aws-neuronx-k8-scheduler-2.0.1.0
tools : aws-neuron-tools-2.1.4.0
compiler : neuron-cc-1.11.7.0
neuronperf : neuronperf-1.3.0.0
pytorch : torch-neuron-1.7.1.2.3.0.0
pytorch : torch-neuron-1.8.1.2.3.0.0
pytorch : torch-neuron-1.9.1.2.3.0.0
pytorch : torch-neuron-1.10.2.2.3.0.0
pytorch : torch-neuron-1.11.0.2.3.0.0
tensorflow : tensorflow-neuron-1.15.5.2.3.0.0
tensorflow : tensorflow-neuron-2.5.3.2.3.0.0
tensorflow : tensorflow-neuron-2.6.3.2.3.0.0
tensorflow : tensorflow-neuron-2.7.1.2.3.0.0
tensorflow : tensorflow-neuron-2.8.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-1.15.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.5.4.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.6.3.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.7.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.8.0.2.3.0.0
tensorboard : tensorboard-plugin-neuron-2.4.0.0
mxnet : mxnet_neuron-1.5.1.1.10.0.0
mxnet : mx_neuron-1.8.0.2.2.2.0
```
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Previous Releases Artifacts (Neuron 2.x) — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/prev/content", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/prev/content.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/prev/content.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/release-notes/prev/content.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-14-0-09-15-2023">
Neuron 2.14.0 (09/15/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#trn1-packages">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#inf2-packages">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#inf1-packages">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-2-09-01-2023">
Neuron 2.13.2 (09/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id2">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id3">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-1-08-29-2023">
Neuron 2.13.1 (08/29/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id4">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id6">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0-08-28-2023">
Neuron 2.13.0 (08/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id7">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id9">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-2-08-20-2023">
Neuron 2.12.2 (08/20/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id11">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id12">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-1-08-09-2023">
Neuron 2.12.1 (08/09/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id14">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-07-19-2023">
Neuron 2.12.0 (07/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id16">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id17">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0-06-14-2023">
Neuron 2.11.0 (06/14/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id19">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id20">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id21">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-10-0-05-01-2023">
Neuron 2.10.0 (05/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id22">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id23">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-1-04-19-2023">
Neuron 2.9.1 (04/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id25">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id26">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id27">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-0-03-28-2023">
Neuron 2.9.0 (03/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id28">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id29">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id30">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-8-0-02-24-2023">
Neuron 2.8.0 (02/24/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id31">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id32">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id33">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-7-0-02-08-2023">
Neuron 2.7.0 (02/08/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id34">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id35">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-6-0-12-12-2022">
Neuron 2.6.0 (12/12/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id36">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id37">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-5-0-11-23-2022">
Neuron 2.5.0 (11/23/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id38">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id39">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-4-0-10-27-2022">
Neuron 2.4.0 (10/27/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id40">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id41">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-3-0-10-10-2022">
Neuron 2.3.0 (10/10/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id42">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id43">
Inf1 packages
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Previous Releases Artifacts (Neuron 2.x)</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-14-0-09-15-2023">
Neuron 2.14.0 (09/15/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#trn1-packages">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#inf2-packages">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#inf1-packages">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-2-09-01-2023">
Neuron 2.13.2 (09/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id2">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id3">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-1-08-29-2023">
Neuron 2.13.1 (08/29/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id4">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id6">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-13-0-08-28-2023">
Neuron 2.13.0 (08/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id7">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id9">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-2-08-20-2023">
Neuron 2.12.2 (08/20/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id11">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id12">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-1-08-09-2023">
Neuron 2.12.1 (08/09/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id14">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-12-0-07-19-2023">
Neuron 2.12.0 (07/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id16">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id17">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-11-0-06-14-2023">
Neuron 2.11.0 (06/14/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id19">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id20">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id21">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-10-0-05-01-2023">
Neuron 2.10.0 (05/01/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id22">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id23">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-1-04-19-2023">
Neuron 2.9.1 (04/19/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id25">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id26">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id27">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-9-0-03-28-2023">
Neuron 2.9.0 (03/28/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id28">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id29">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id30">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-8-0-02-24-2023">
Neuron 2.8.0 (02/24/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id31">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id32">
Inf2 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id33">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-7-0-02-08-2023">
Neuron 2.7.0 (02/08/2023)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id34">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id35">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-6-0-12-12-2022">
Neuron 2.6.0 (12/12/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id36">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id37">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-5-0-11-23-2022">
Neuron 2.5.0 (11/23/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id38">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id39">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-4-0-10-27-2022">
Neuron 2.4.0 (10/27/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id40">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id41">
Inf1 packages
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-2-3-0-10-10-2022">
Neuron 2.3.0 (10/10/2022)
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id42">
Trn1 packages
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id43">
Inf1 packages
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="previous-releases-artifacts-neuron-2-x">
<span id="pre-release-content"></span><h1>Previous Releases Artifacts (Neuron 2.x)<a class="headerlink" href="#previous-releases-artifacts-neuron-2-x" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#neuron-2-14-0-09-15-2023" id="id44">Neuron 2.14.0 (09/15/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-2-09-01-2023" id="id45">Neuron 2.13.2 (09/01/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-1-08-29-2023" id="id46">Neuron 2.13.1 (08/29/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-13-0-08-28-2023" id="id47">Neuron 2.13.0 (08/28/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-2-08-20-2023" id="id48">Neuron 2.12.2 (08/20/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-1-08-09-2023" id="id49">Neuron 2.12.1 (08/09/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-12-0-07-19-2023" id="id50">Neuron 2.12.0 (07/19/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-11-0-06-14-2023" id="id51">Neuron 2.11.0 (06/14/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-10-0-05-01-2023" id="id52">Neuron 2.10.0 (05/01/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-9-1-04-19-2023" id="id53">Neuron 2.9.1 (04/19/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-9-0-03-28-2023" id="id54">Neuron 2.9.0 (03/28/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-8-0-02-24-2023" id="id55">Neuron 2.8.0 (02/24/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-7-0-02-08-2023" id="id56">Neuron 2.7.0 (02/08/2023)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-6-0-12-12-2022" id="id57">Neuron 2.6.0 (12/12/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-5-0-11-23-2022" id="id58">Neuron 2.5.0 (11/23/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-4-0-10-27-2022" id="id59">Neuron 2.4.0 (10/27/2022)</a></p></li>
<li><p><a class="reference internal" href="#neuron-2-3-0-10-10-2022" id="id60">Neuron 2.3.0 (10/10/2022)</a></p></li>
</ul>
</div>
<div class="section" id="neuron-2-14-0-09-15-2023">
<h2><a class="toc-backref" href="#id44">Neuron 2.14.0 (09/15/2023)</a><a class="headerlink" href="#neuron-2-14-0-09-15-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="trn1-packages">
<h3>Trn1 packages<a class="headerlink" href="#trn1-packages" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.14.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.17.9.0
Driver aws-neuronx-dkms-2.13.4.0
nan aws-neuronx-gpsimd-customop-lib-0.7.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.7.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.17.7.0
System Tools aws-neuronx-tools-2.14.6.0
General libneuronxla-0.5.476
General neuronx_hwm-2.10.0.5
PyTorch torch_xla-1.13.1+torchneuronb
Compiler neuronx-cc-2.10.0.34
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.11.0
Transformers Neuron transformers-neuronx-0.7.84
Neuron Distributed neuronx_distributed-0.4.0
</pre></div>
</div>
</div>
<div class="section" id="inf2-packages">
<h3>Inf2 packages<a class="headerlink" href="#inf2-packages" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.14.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.17.9.0
Driver aws-neuronx-dkms-2.13.4.0
nan aws-neuronx-gpsimd-customop-lib-0.7.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.7.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.17.7.0
System Tools aws-neuronx-tools-2.14.6.0
General libneuronxla-0.5.476
General neuronx_hwm-2.10.0.5
PyTorch torch_xla-1.13.1+torchneuronb
Compiler neuronx-cc-2.10.0.34
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.11.0
Transformers Neuron transformers-neuronx-0.7.84
Neuron Distributed neuronx_distributed-0.4.0
</pre></div>
</div>
</div>
<div class="section" id="inf1-packages">
<h3>Inf1 packages<a class="headerlink" href="#inf1-packages" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.14.0:
Component Package
Driver aws-neuronx-dkms-2.13.4.0
System Tools aws-neuronx-tools-2.14.6.0
Compiler neuron-cc-1.19.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.17.3.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.17.3.0
OCI aws-neuronx-oci-hook-2.2.22.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.17.2.0
Compiler dmlc_topi-1.17.2.0
Compiler dmlc_tvm-1.17.2.0
Compiler inferentia_hwm-1.15.2.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-13-2-09-01-2023">
<h2><a class="toc-backref" href="#id45">Neuron 2.13.2 (09/01/2023)</a><a class="headerlink" href="#neuron-2-13-2-09-01-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id1">
<h3>Trn1 packages<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.16.0
Driver aws-neuronx-dkms-2.12.18.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.14.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.440
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.1
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id2">
<h3>Inf2 packages<a class="headerlink" href="#id2" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.16.0
Driver aws-neuronx-dkms-2.12.18.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.14.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.440
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.1
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id3">
<h3>Inf1 packages<a class="headerlink" href="#id3" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.2:
Component Package
Driver aws-neuronx-dkms-2.12.18.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.18.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.18.0
OCI aws-neuronx-oci-hook-2.2.25.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-13-1-08-29-2023">
<h2><a class="toc-backref" href="#id46">Neuron 2.13.1 (08/29/2023)</a><a class="headerlink" href="#neuron-2-13-1-08-29-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id4">
<h3>Trn1 packages<a class="headerlink" href="#id4" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id5">
<h3>Inf2 packages<a class="headerlink" href="#id5" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.2
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id6">
<h3>Inf1 packages<a class="headerlink" href="#id6" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.1:
Component Package
Driver aws-neuronx-dkms-2.12.11.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-13-0-08-28-2023">
<h2><a class="toc-backref" href="#id47">Neuron 2.13.0 (08/28/2023)</a><a class="headerlink" href="#neuron-2-13-0-08-28-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id7">
<h3>Trn1 packages<a class="headerlink" href="#id7" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.1
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.16
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id8">
<h3>Inf2 packages<a class="headerlink" href="#id8" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.16.8.0
Driver aws-neuronx-dkms-2.12.11.0
nan aws-neuronx-gpsimd-customop-lib-0.6.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.6.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.16.8.0
System Tools aws-neuronx-tools-2.13.4.0
General libneuronxla-0.5.425
General neuronx_hwm-2.9.0.1
PyTorch torch_xla-1.13.1+torchneurona
Compiler neuronx-cc-2.9.0.16
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.10.0
Transformers Neuron transformers-neuronx-0.6.106
Neuron Distributed neuronx_distributed-0.3.0
</pre></div>
</div>
</div>
<div class="section" id="id9">
<h3>Inf1 packages<a class="headerlink" href="#id9" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.13.0:
Component Package
Driver aws-neuronx-dkms-2.12.11.0
System Tools aws-neuronx-tools-2.13.4.0
Compiler neuron-cc-1.18.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.16.9.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.16.9.0
OCI aws-neuronx-oci-hook-2.2.21.0
TensorFlow tensorflow-neuron-2.10.1.2.10.1.0
TensorFlow tensorflow-neuron-2.7.4.2.10.1.0
TensorFlow tensorflow-neuron-2.8.4.2.10.1.0
TensorFlow tensorflow-neuron-2.9.3.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.10.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.10.1.0
PyTorch torch-neuron-1.10.2.2.9.1.0
PyTorch torch-neuron-1.11.0.2.9.1.0
PyTorch torch-neuron-1.12.1.2.9.1.0
PyTorch torch-neuron-1.13.1.2.9.1.0
PyTorch torch-neuron-1.9.1.2.9.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.15.0.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-12-2-08-20-2023">
<h2><a class="toc-backref" href="#id48">Neuron 2.12.2 (08/20/2023)</a><a class="headerlink" href="#neuron-2-12-2-08-20-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id10">
<h3>Trn1 packages<a class="headerlink" href="#id10" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.1
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id11">
<h3>Inf2 packages<a class="headerlink" href="#id11" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.2:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.1
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id12">
<h3>Inf1 packages<a class="headerlink" href="#id12" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.2:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-12-1-08-09-2023">
<h2><a class="toc-backref" href="#id49">Neuron 2.12.1 (08/09/2023)</a><a class="headerlink" href="#neuron-2-12-1-08-09-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id13">
<h3>Trn1 packages<a class="headerlink" href="#id13" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id14">
<h3>Inf2 packages<a class="headerlink" href="#id14" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.16.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.14.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.413
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id15">
<h3>Inf1 packages<a class="headerlink" href="#id15" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.1:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-12-0-07-19-2023">
<h2><a class="toc-backref" href="#id50">Neuron 2.12.0 (07/19/2023)</a><a class="headerlink" href="#neuron-2-12-0-07-19-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id16">
<h3>Trn1 packages<a class="headerlink" href="#id16" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.13.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.11.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.391
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id17">
<h3>Inf2 packages<a class="headerlink" href="#id17" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.15.13.0
Driver aws-neuronx-dkms-2.11.9.0
nan aws-neuronx-gpsimd-customop-lib-0.5.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.5.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.15.11.0
System Tools aws-neuronx-tools-2.12.2.0
General libneuronxla-0.5.391
General neuronx_hwm-2.8.0.3
PyTorch torch_xla-1.13.1+torchneuron8
Compiler neuronx-cc-2.8.0.25
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.39.0
PyTorch torch-neuronx-1.13.1.1.9.0
Transformers Neuron transformers-neuronx-0.5.58
Neuron Distributed neuronx_distributed-0.2.0
</pre></div>
</div>
</div>
<div class="section" id="id18">
<h3>Inf1 packages<a class="headerlink" href="#id18" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.12.0:
Component Package
Driver aws-neuronx-dkms-2.11.9.0
System Tools aws-neuronx-tools-2.12.2.0
Compiler neuron-cc-1.17.0.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.15.6.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.15.6.0
OCI aws-neuronx-oci-hook-2.2.16.0
TensorFlow tensorflow-neuron-1.15.5.2.9.3.0
TensorFlow tensorflow-neuron-2.10.1.2.9.3.0
TensorFlow tensorflow-neuron-2.7.4.2.9.3.0
TensorFlow tensorflow-neuron-2.8.4.2.9.3.0
TensorFlow tensorflow-neuron-2.9.3.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.9.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.9.3.0
PyTorch torch-neuron-1.10.2.2.8.9.0
PyTorch torch-neuron-1.11.0.2.8.9.0
PyTorch torch-neuron-1.12.1.2.8.9.0
PyTorch torch-neuron-1.13.1.2.8.9.0
PyTorch torch-neuron-1.9.1.2.8.9.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.10.0
Perf Tools neuronperf-1.8.7.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.1.0
Compiler dmlc_topi-1.16.1.0
Compiler dmlc_tvm-1.16.1.0
Compiler inferentia_hwm-1.14.4.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-11-0-06-14-2023">
<h2><a class="toc-backref" href="#id51">Neuron 2.11.0 (06/14/2023)</a><a class="headerlink" href="#neuron-2-11-0-06-14-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id19">
<h3>Trn1 packages<a class="headerlink" href="#id19" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.11.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.14.9.0
Driver aws-neuronx-dkms-2.10.11.0
nan aws-neuronx-gpsimd-customop-lib-0.4.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.4.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.14.8.0
System Tools aws-neuronx-tools-2.11.10.0
General libneuronxla-0.5.326
General neuronx_hwm-2.7.0.3
PyTorch torch_xla-1.13.1+torchneuron7
Compiler neuronx-cc-2.7.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
TensorBoard tensorboard-plugin-neuronx-2.5.37.0
PyTorch torch-neuronx-1.13.1.1.8.0
Transformers Neuron transformers-neuronx-0.4.60
nan islpy-2021.1+aws2021.x.169.0
Neuron Distributed neuronx_distributed-0.1.0
</pre></div>
</div>
</div>
<div class="section" id="id20">
<h3>Inf2 packages<a class="headerlink" href="#id20" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.11.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.14.9.0
Driver aws-neuronx-dkms-2.10.11.0
nan aws-neuronx-gpsimd-customop-lib-0.4.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.4.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.14.8.0
System Tools aws-neuronx-tools-2.11.10.0
General libneuronxla-0.5.326
General neuronx_hwm-2.7.0.3
PyTorch torch_xla-1.13.1+torchneuron7
Compiler neuronx-cc-2.7.0.40
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
TensorBoard tensorboard-plugin-neuronx-2.5.37.0
PyTorch torch-neuronx-1.13.1.1.8.0
Transformers Neuron transformers-neuronx-0.4.60
nan islpy-2021.1+aws2021.x.169.0
Neuron Distributed neuronx_distributed-0.1.0
</pre></div>
</div>
</div>
<div class="section" id="id21">
<h3>Inf1 packages<a class="headerlink" href="#id21" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.11.0:
Component Package
Driver aws-neuronx-dkms-2.10.11.0
System Tools aws-neuronx-tools-2.11.10.0
Compiler neuron-cc-1.16.2.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.14.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.14.4.0
OCI aws-neuronx-oci-hook-2.2.9.0
TensorFlow tensorflow-neuron-1.15.5.2.8.9.0
TensorFlow tensorflow-neuron-2.10.1.2.8.9.0
TensorFlow tensorflow-neuron-2.7.4.2.8.9.0
TensorFlow tensorflow-neuron-2.8.4.2.8.9.0
TensorFlow tensorflow-neuron-2.9.3.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.9.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.9.0
PyTorch torch-neuron-1.10.2.2.7.10.0
PyTorch torch-neuron-1.11.0.2.7.10.0
PyTorch torch-neuron-1.12.1.2.7.10.0
PyTorch torch-neuron-1.13.1.2.7.10.0
PyTorch torch-neuron-1.9.1.2.7.10.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.9.0
Perf Tools neuronperf-1.8.6.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.16.0.0
Compiler dmlc_topi-1.16.0.0
Compiler dmlc_tvm-1.16.0.0
Compiler inferentia_hwm-1.14.2.0
nan islpy-2021.1+aws2021.x.169.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-10-0-05-01-2023">
<h2><a class="toc-backref" href="#id52">Neuron 2.10.0 (05/01/2023)</a><a class="headerlink" href="#neuron-2-10-0-05-01-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id22">
<h3>Trn1 packages<a class="headerlink" href="#id22" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.10.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.13.7.0
Driver aws-neuronx-dkms-2.9.4.0
CustomOps aws-neuronx-gpsimd-customop-0.3.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.3.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.13.6.0
System Tools aws-neuronx-tools-2.10.1.0
General libneuronxla-0.5.207
General neuronx_hwm-2.6.0.0
PyTorch torch_xla-1.13.1
Compiler neuronx-cc-2.6.0.19
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.26.0
PyTorch torch-neuronx-1.13.1.1.7.0
Transformers Neuron transformers-neuronx-0.3.32
nan islpy-2021.1
</pre></div>
</div>
</div>
<div class="section" id="id23">
<h3>Inf2 packages<a class="headerlink" href="#id23" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.10.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.13.7.0
Driver aws-neuronx-dkms-2.9.4.0
CustomOps aws-neuronx-gpsimd-customop-0.3.1.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.3.0.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.13.6.0
System Tools aws-neuronx-tools-2.10.1.0
General libneuronxla-0.5.207
General neuronx_hwm-2.6.0.0
PyTorch torch_xla-1.13.1
Compiler neuronx-cc-2.6.0.19
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuronx-2.10.1.2.1.0
TensorFlow tensorflow-neuronx-2.7.4.2.1.0
TensorFlow tensorflow-neuronx-2.8.4.2.1.0
TensorFlow tensorflow-neuronx-2.9.3.2.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
TensorBoard tensorboard-plugin-neuronx-2.5.26.0
PyTorch torch-neuronx-1.13.1.1.7.0
Transformers Neuron transformers-neuronx-0.3.32
nan islpy-2021.1
</pre></div>
</div>
</div>
<div class="section" id="id24">
<h3>Inf1 packages<a class="headerlink" href="#id24" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.10.0:
Component Package
Driver aws-neuronx-dkms-2.9.4.0
System Tools aws-neuronx-tools-2.10.1.0
Compiler neuron-cc-1.15.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.13.4.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.13.4.0
OCI aws-neuronx-oci-hook-2.2.0.0
TensorFlow tensorflow-neuron-1.15.5.2.8.1.0
TensorFlow tensorflow-neuron-2.10.1.2.8.1.0
TensorFlow tensorflow-neuron-2.7.4.2.8.1.0
TensorFlow tensorflow-neuron-2.8.4.2.8.1.0
TensorFlow tensorflow-neuron-2.9.3.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.8.1.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.8.1.0
PyTorch torch-neuron-1.10.2.2.7.1.0
PyTorch torch-neuron-1.11.0.2.7.1.0
PyTorch torch-neuron-1.12.1.2.7.1.0
PyTorch torch-neuron-1.13.1.2.7.1.0
PyTorch torch-neuron-1.9.1.2.7.1.0
MXNet mxnet_neuron-1.5.1.1.10.39.0
MXNet mx_neuron-1.8.0.2.4.1.0
Perf Tools neuronperf-1.8.0.0
Runtime Library libnrt.so (Version 2.12.23.0)
Compiler dmlc_nnvm-1.15.0.0
Compiler dmlc_topi-1.15.0.0
Compiler dmlc_tvm-1.15.0.0
Compiler inferentia_hwm-1.14.1
nan islpy-2021.1
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-9-1-04-19-2023">
<h2><a class="toc-backref" href="#id53">Neuron 2.9.1 (04/19/2023)</a><a class="headerlink" href="#neuron-2-9-1-04-19-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id25">
<h3>Trn1 packages<a class="headerlink" href="#id25" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.35.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.23.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.205
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.1
</pre></div>
</div>
</div>
<div class="section" id="id26">
<h3>Inf2 packages<a class="headerlink" href="#id26" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.1:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.35.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.23.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.205
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.1
</pre></div>
</div>
</div>
<div class="section" id="id27">
<h3>Inf1 packages<a class="headerlink" href="#id27" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.1:
Component Package
Driver aws-neuronx-dkms-2.8.4.0
System Tools aws-neuronx-tools-2.9.5.0
Compiler neuron-cc-1.14.3.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuron-1.15.5.2.7.4.0
TensorFlow tensorflow-neuron-2.10.1.2.7.4.0
TensorFlow tensorflow-neuron-2.7.4.2.7.4.0
TensorFlow tensorflow-neuron-2.8.4.2.7.4.0
TensorFlow tensorflow-neuron-2.9.3.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.4.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.4.0
PyTorch torch-neuron-1.10.2.2.6.6.0
PyTorch torch-neuron-1.11.0.2.6.6.0
PyTorch torch-neuron-1.12.1.2.6.6.0
PyTorch torch-neuron-1.13.1.2.6.6.0
PyTorch torch-neuron-1.9.1.2.6.6.0
MXNet mxnet_neuron-1.5.1.1.10.37.0
MXNet mx_neuron-1.8.0.2.2.127.0
Perf Tools neuronperf-1.7.1.0
Runtime Library libnrt.so (Version 2.12.16.0)
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-9-0-03-28-2023">
<h2><a class="toc-backref" href="#id54">Neuron 2.9.0 (03/28/2023)</a><a class="headerlink" href="#neuron-2-9-0-03-28-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id28">
<h3>Trn1 packages<a class="headerlink" href="#id28" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.27.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.16.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.173
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.0
</pre></div>
</div>
</div>
<div class="section" id="id29">
<h3>Inf2 packages<a class="headerlink" href="#id29" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.12.27.0
Driver aws-neuronx-dkms-2.8.4.0
CustomOps aws-neuronx-gpsimd-customop-0.2.3.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.2.1.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.12.16.0
System Tools aws-neuronx-tools-2.9.5.0
General libneuronxla-0.5.173
General neuronx_hwm-2.5.0.0
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.5.0.28
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuronx-2.10.1.2.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
TensorBoard tensorboard-plugin-neuronx-2.5.25.0
PyTorch torch-neuronx-1.13.0.1.6.0
</pre></div>
</div>
</div>
<div class="section" id="id30">
<h3>Inf1 packages<a class="headerlink" href="#id30" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.9.0:
Component Package
Driver aws-neuronx-dkms-2.8.4.0
System Tools aws-neuronx-tools-2.9.5.0
Compiler neuron-cc-1.14.3.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.12.5.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.12.5.0
OCI Hooks aws-neuronx-oci-hooks-2.1.97.0
TensorFlow tensorflow-neuron-1.15.5.2.7.3.0
TensorFlow tensorflow-neuron-2.10.1.2.7.3.0
TensorFlow tensorflow-neuron-2.7.4.2.7.3.0
TensorFlow tensorflow-neuron-2.8.4.2.7.3.0
TensorFlow tensorflow-neuron-2.9.3.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.7.3.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.7.3.0
PyTorch torch-neuron-1.10.2.2.6.5.0
PyTorch torch-neuron-1.11.0.2.6.5.0
PyTorch torch-neuron-1.12.1.2.6.5.0
PyTorch torch-neuron-1.13.1.2.6.5.0
PyTorch torch-neuron-1.9.1.2.6.5.0
MXNet mxnet_neuron-1.5.1.1.10.37.0
MXNet mx_neuron-1.8.0.2.2.127.0
Perf Tools neuronperf-1.7.1.0
Runtime Library libnrt.so (Version 2.12.16.0)
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-8-0-02-24-2023">
<h2><a class="toc-backref" href="#id55">Neuron 2.8.0 (02/24/2023)</a><a class="headerlink" href="#neuron-2-8-0-02-24-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id31">
<h3>Trn1 packages<a class="headerlink" href="#id31" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.8.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Driver aws-neuronx-dkms-2.7.33.0
CustomOps aws-neuronx-gpsimd-customop-0.1.23.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.1.7.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.8.2.0
General libneuronxla-0.5.144
General neuronx_hwm-2.4.0.1
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuronx-2.10.1.1.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuronx-2.5.19.0
PyTorch torch-neuronx-1.13.0.1.5.0
</pre></div>
</div>
</div>
<div class="section" id="id32">
<h3>Inf2 packages<a class="headerlink" href="#id32" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.8.0:
Component Package
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Driver aws-neuronx-dkms-2.7.33.0
CustomOps aws-neuronx-gpsimd-customop-0.1.23.0
CustomOps Tools aws-neuronx-gpsimd-tools-0.1.7.0
General aws-neuronx-runtime-discovery-2.9
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.8.2.0
General libneuronxla-0.5.144
General neuronx_hwm-2.4.0.1
PyTorch torch_xla-1.13.0
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuronx-2.10.1.1.0.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuronx-2.5.19.0
PyTorch torch-neuronx-1.13.0.1.5.0
</pre></div>
</div>
</div>
<div class="section" id="id33">
<h3>Inf1 packages<a class="headerlink" href="#id33" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.8.0:
Component Package
Driver aws-neuronx-dkms-2.7.33.0
System Tools aws-neuronx-tools-2.8.2.0
Compiler neuron-cc-1.13.5.0
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.81.0
TensorFlow tensorflow-neuron-1.15.5.2.6.5.0
TensorFlow tensorflow-neuron-2.7.4.2.6.5.0
TensorFlow tensorflow-neuron-2.8.4.2.6.5.0
TensorFlow tensorflow-neuron-2.9.3.2.6.5.0
TensorFlow tensorflow-neuron-2.10.1.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.4.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.9.3.2.6.5.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.10.1.2.6.5.0
TensorBoard tensorboard-plugin-neuron-2.4.6.0
PyTorch torch-neuron-1.11.0.2.5.8.0
PyTorch torch-neuron-1.12.1.2.5.8.0
PyTorch torch-neuron-1.10.2.2.5.8.0
PyTorch torch-neuron-1.9.1.2.5.8.0
MXNet mxnet_neuron-1.5.1.1.10.11.0
MXNet mx_neuron-1.8.0.2.2.43.0
Perf Tools neuronperf-1.6.1.0
Runtime Library libnrt.so (Version 2.10.30.0)
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-7-0-02-08-2023">
<h2><a class="toc-backref" href="#id56">Neuron 2.7.0 (02/08/2023)</a><a class="headerlink" href="#neuron-2-7-0-02-08-2023" title="Permalink to this headline">#</a></h2>
<div class="section" id="id34">
<h3>Trn1 packages<a class="headerlink" href="#id34" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of packages in Neuron 2.7.0:
Component Package
Compiler neuronx-cc-2.4.0.21
Kubernetes Plugin aws-neuronx-k8-plugin-2.1.12.0
Kubernetes Scheduler aws-neuronx-k8-scheduler-2.1.12.0
OCI Hooks aws-neuronx-oci-hooks-2.1.60.0
TensorFlow tensorflow-neuronx-2.8.2.1.2.0
TensorFlow Model Server tensorflow-model-server-neuronx-1.15.0.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.5.4.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.6.3.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.7.0.2.5.6.0
TensorFlow Model Server tensorflow-model-server-neuronx-2.8.0.2.5.6.0
TensorBoard tensorboard-plugin-neuronx-2.5.15.0
nan neuronx-gpsimd-customop-0.1.23.0
nan neuronx-gpsimd-tools-0.1.7.0
PyTorch torch-neuronx-1.13.0.1.4.0
nan torch-xla-1.13.0
Driver aws-neuronx-dkms-2.7.15.0
Collective Communication Library aws-neuronx-collectives-2.11.47.0
Runtime Library aws-neuronx-runtime-lib-2.11.43.0
System Tools aws-neuronx-tools-2.7.2.0
</pre></div>
</div>
</div>
<div class="section" id="id35">
<h3>Inf1 packages<a class="headerlink" href="#id35" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of Neuron packages included in Neuron release version 2.7.0:
driver : aws-neuronx-dkms-2.7.15.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.7.2.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-6-0-12-12-2022">
<h2><a class="toc-backref" href="#id57">Neuron 2.6.0 (12/12/2022)</a><a class="headerlink" href="#neuron-2-6-0-12-12-2022" title="Permalink to this headline">#</a></h2>
<div class="section" id="id36">
<h3>Trn1 packages<a class="headerlink" href="#id36" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms-2.6.33.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-oci-hook-2.1.14.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib-2.10.30.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-collectives-2.10.37.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools-2.6.1.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin-2.1.12.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler-2.1.12.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorboard_plugin_neuronx-2.5.3.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuronx-cc-2.3.0.4</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuronx-1.12.0.1.4.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_1.15.0.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.5.4.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.6.3.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.7.0.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.8.0.2.5.6.0</span></code></p></li>
</ul>
</div>
<div class="section" id="id37">
<h3>Inf1 packages<a class="headerlink" href="#id37" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of Neuron packages included in Neuron release version 2.6.0:
driver : aws-neuronx-dkms-2.6.33.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.6.1.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-5-0-11-23-2022">
<h2><a class="toc-backref" href="#id58">Neuron 2.5.0 (11/23/2022)</a><a class="headerlink" href="#neuron-2-5-0-11-23-2022" title="Permalink to this headline">#</a></h2>
<div class="section" id="id38">
<h3>Trn1 packages<a class="headerlink" href="#id38" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms-2.6.33.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-oci-hook-2.1.14.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib-2.10.27.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-collectives-2.10.34.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools-2.5.19.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin-2.1.12.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler-2.1.12.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuronx-cc-2.2.0.73</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuronx-1.11.0.1.2.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_1.15.0.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.5.4.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.6.3.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.7.0.2.5.6.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">tensorflow-model-server-neuronx_2.8.0.2.5.6.0</span></code></p></li>
</ul>
</div>
<div class="section" id="id39">
<h3>Inf1 packages<a class="headerlink" href="#id39" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of Neuron packages included in Neuron release version 2.5.0:
driver : aws-neuronx-dkms-2.6.33.0
libnrt : libnrt.so (version 2.10.27.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.12.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.12.0
tools : aws-neuronx-tools-2.5.19.0
compiler : neuron-cc-1.13.5.0
neuronperf : neuronperf-1.6.1.0
pytorch : torch-neuron-1.7.1.2.5.8.0
pytorch : torch-neuron-1.8.1.2.5.8.0
pytorch : torch-neuron-1.9.1.2.5.8.0
pytorch : torch-neuron-1.10.2.2.5.8.0
pytorch : torch-neuron-1.11.0.2.5.8.0
pytorch : torch-neuron-1.12.1.2.5.8.0
tensorflow : tensorflow-neuron-1.15.5.2.5.6.0
tensorflow : tensorflow-neuron-2.5.3.2.5.6.0
tensorflow : tensorflow-neuron-2.6.5.2.5.6.0
tensorflow : tensorflow-neuron-2.7.3.2.5.6.0
tensorflow : tensorflow-neuron-2.8.2.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-1.15.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.5.4.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.6.3.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.7.0.2.5.6.0
tensorflow-model-server : tensorflow-model-server-neuronx-2.8.0.2.5.6.0
tensorboard : tensorboard-plugin-neuron-2.4.6.0
mxnet : mxnet_neuron-1.5.1.1.10.11.0
mxnet : mx_neuron-1.8.0.2.2.43.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-4-0-10-27-2022">
<h2><a class="toc-backref" href="#id59">Neuron 2.4.0 (10/27/2022)</a><a class="headerlink" href="#neuron-2-4-0-10-27-2022" title="Permalink to this headline">#</a></h2>
<div class="section" id="id40">
<h3>Trn1 packages<a class="headerlink" href="#id40" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms-2.6.5.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-oci-hook-2.1.1.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib-2.10.15.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-collectives-2.10.17.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools-2.5.16.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin-2.1.2.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler-2.1.2.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuronx-cc-2.2.0.73</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuronx-1.11.0.1.2.0</span></code></p></li>
</ul>
</div>
<div class="section" id="id41">
<h3>Inf1 packages<a class="headerlink" href="#id41" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of Neuron packages included in Neuron release version 2.4.0:
driver : aws-neuronx-dkms-2.6.5.0
libnrt : libnrt.so (version 2.2.51.0)
k8-plugin : aws-neuronx-k8-plugin-2.1.2.0
k8-scheduler : aws-neuronx-k8-scheduler-2.1.2.0
tools : aws-neuron-tools-2.5.16.0
compiler : neuron-cc-1.11.7.0
neuronperf : neuronperf-1.3.0.0
pytorch : torch-neuron-1.7.1.2.3.0.0
pytorch : torch-neuron-1.8.1.2.3.0.0
pytorch : torch-neuron-1.9.1.2.3.0.0
pytorch : torch-neuron-1.10.2.2.3.0.0
pytorch : torch-neuron-1.11.0.2.3.0.0
tensorflow : tensorflow-neuron-1.15.5.2.3.0.0
tensorflow : tensorflow-neuron-2.5.3.2.3.0.0
tensorflow : tensorflow-neuron-2.6.3.2.3.0.0
tensorflow : tensorflow-neuron-2.7.1.2.3.0.0
tensorflow : tensorflow-neuron-2.8.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-1.15.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.5.4.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.6.3.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.7.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.8.0.2.3.0.0
tensorboard : tensorboard-plugin-neuron-2.4.0.0
mxnet : mxnet_neuron-1.5.1.1.10.0.0
mxnet : mx_neuron-1.8.0.2.2.2.0
</pre></div>
</div>
</div>
</div>
<div class="section" id="neuron-2-3-0-10-10-2022">
<h2><a class="toc-backref" href="#id60">Neuron 2.3.0 (10/10/2022)</a><a class="headerlink" href="#neuron-2-3-0-10-10-2022" title="Permalink to this headline">#</a></h2>
<div class="section" id="id42">
<h3>Trn1 packages<a class="headerlink" href="#id42" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms-2.5.41.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-oci-hook-2.0.16.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-runtime-lib-2.9.64.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-collectives-2.9.86.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-tools-2.4.14.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-plugin-2.0.1.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">aws-neuronx-k8-scheduler-2.0.1.0</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuronx-cc-2.1.0.76</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuronx-1.11.0.1.1.1</span></code></p></li>
</ul>
</div>
<div class="section" id="id43">
<h3>Inf1 packages<a class="headerlink" href="#id43" title="Permalink to this headline">#</a></h3>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>List of Neuron packages included in Neuron release version 2.3.0:
driver : aws-neuronx-dkms-2.5.41.0
libnrt : libnrt.so (version 2.2.51.0)
k8-plugin : aws-neuronx-k8-plugin-2.0.1.0
k8-scheduler : aws-neuronx-k8-scheduler-2.0.1.0
tools : aws-neuron-tools-2.1.4.0
compiler : neuron-cc-1.11.7.0
neuronperf : neuronperf-1.3.0.0
pytorch : torch-neuron-1.7.1.2.3.0.0
pytorch : torch-neuron-1.8.1.2.3.0.0
pytorch : torch-neuron-1.9.1.2.3.0.0
pytorch : torch-neuron-1.10.2.2.3.0.0
pytorch : torch-neuron-1.11.0.2.3.0.0
tensorflow : tensorflow-neuron-1.15.5.2.3.0.0
tensorflow : tensorflow-neuron-2.5.3.2.3.0.0
tensorflow : tensorflow-neuron-2.6.3.2.3.0.0
tensorflow : tensorflow-neuron-2.7.1.2.3.0.0
tensorflow : tensorflow-neuron-2.8.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-1.15.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.5.4.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.6.3.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.7.0.2.3.0.0
tensorflow-model-server : tensorflow-model-server-neuron-2.8.0.2.3.0.0
tensorboard : tensorboard-plugin-neuron-2.4.0.0
mxnet : mxnet_neuron-1.5.1.1.10.0.0
mxnet : mx_neuron-1.8.0.2.2.2.0
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:40.139Z
|
Jupyter Notebook QuickStart — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html#setup-jupyter-notebook-steps-troubleshooting
|
# Jupyter Notebook QuickStart — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Jupyter Notebook QuickStart[#](#jupyter-notebook-quickstart "Permalink to this headline")
Table of Contents
- [SSH Tunnel to the Inf1/Trn1 instance](#ssh-tunnel-to-the-inf1-trn1-instance)
- [Starting the Jupyter Notebook on the instance](#starting-the-jupyter-notebook-on-the-instance)
- [Running the Jupyter Notebook from your local browser](#running-the-jupyter-notebook-from-your-local-browser)
- [Troubleshooting](#troubleshooting)
## [SSH Tunnel to the Inf1/Trn1 instance](#id1)[#](#ssh-tunnel-to-the-inf1-trn1-instance "Permalink to this headline")
The Jupyter notebook can be run via a browser on port 8888 by default. For simplicity we will use ssh port forwarding from your machine to the instance.
```
ssh -i "<pem file>" <user>@<instance DNS name> -L 8888:127.0.0.1:8888
```
On an Ubuntu image the user will be ubuntu@, while on AL2 you should use ec2-user@
This additional argument forwards connections to port 8888 on your machine to the new Inf1/Trn1 instance.
## [Starting the Jupyter Notebook on the instance](#id2)[#](#starting-the-jupyter-notebook-on-the-instance "Permalink to this headline")
From your ssh prompt on the Inf1/Trn1 instance run
You should see logging in your ssh session similar to:
```
[I 21:53:11.729 NotebookApp] Using EnvironmentKernelSpecManager...
[I 21:53:11.730 NotebookApp] Started periodic updates of the kernel list (every 3 minutes).
[I 21:53:11.867 NotebookApp] Loading IPython parallel extension
[I 21:53:11.884 NotebookApp] JupyterLab beta preview extension loaded from /home/ubuntu/anaconda3/lib/python3.6/site-packages/jupyterlab
[I 21:53:11.884 NotebookApp] JupyterLab application directory is /home/ubuntu/anaconda3/share/jupyter/lab
[I 21:53:12.002 NotebookApp] [nb_conda] enabled
[I 21:53:12.004 NotebookApp] Serving notebooks from local directory: /home/ubuntu/tutorial
[I 21:53:12.004 NotebookApp] 0 active kernels
[I 21:53:12.004 NotebookApp] The Jupyter Notebook is running at:
[I 21:53:12.004 NotebookApp] http://localhost:8888/?token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16
[I 21:53:12.004 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[W 21:53:12.004 NotebookApp] No web browser found: could not locate runnable browser.
```
Copy/paste this URL into your browser when you connect for the first time, to login with a token: `http://localhost:8888/?token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16&token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16`
```
[I 21:53:12.004 NotebookApp] Starting initial scan of virtual environments...
[I 21:53:13.507 NotebookApp] Found new kernels in environments: conda_tensorflow2_p27, conda_aws_neuron_mxnet_p36, conda_anaconda3, conda_tensorflow_p27, conda_chainer_p27, conda_python3, conda_tensorflow_p36, conda_aws_neuron_tensorflow_p36, conda_mxnet_p27, **conda_my_notebook_env**, conda_tensorflow2_p36, conda_pytorch_p27, conda_python2, conda_chainer_p36, conda_mxnet_p36, conda_pytorch_p36
```
## [Running the Jupyter Notebook from your local browser](#id3)[#](#running-the-jupyter-notebook-from-your-local-browser "Permalink to this headline")
If you copy and paste the link that looks like `http://localhost:8888/?token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16&token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16` into your local browser the Notebook navigation pane should pop up.
This works because ssh is forwarding you local port 8888 through to the Inf1/Trn1 instance port 8888 where the notebook is running. Note that our new conda environment is visible as “kernel” with the “conda\_” prefix (highlighted)
1. In notebook browser select the tutorial.
2. This will pop up a new tab. In that tab use the menus:
Kernel → Change Kernel → Environment (conda\_my\_notebook\_env)
3. Start reading through the self documenting notebook tutorial
## [Troubleshooting](#id4)[#](#troubleshooting "Permalink to this headline")
If your jupyter notebook does not start please try the following:
```
mv ~/.jupyter ~/.jupyter.old
mkdir -p ~/.jupyter
echo "c.NotebookApp.iopub_data_rate_limit = 10000000000" > ~/.jupyter/jupyter_notebook_config.py
# Instal Jupyter notebook kernel
pip install ipykernel
python3 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python Neuronx"
pip install jupyter notebook
pip install environment_kernels
jupyter notebook
```
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Jupyter Notebook QuickStart — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#ssh-tunnel-to-the-inf1-trn1-instance">
SSH Tunnel to the Inf1/Trn1 instance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#starting-the-jupyter-notebook-on-the-instance">
Starting the Jupyter Notebook on the instance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#running-the-jupyter-notebook-from-your-local-browser">
Running the Jupyter Notebook from your local browser
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#troubleshooting">
Troubleshooting
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Jupyter Notebook QuickStart</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#ssh-tunnel-to-the-inf1-trn1-instance">
SSH Tunnel to the Inf1/Trn1 instance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#starting-the-jupyter-notebook-on-the-instance">
Starting the Jupyter Notebook on the instance
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#running-the-jupyter-notebook-from-your-local-browser">
Running the Jupyter Notebook from your local browser
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#troubleshooting">
Troubleshooting
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="jupyter-notebook-quickstart">
<span id="running-jupyter-notebook-browser"></span><span id="setup-jupyter-notebook-steps-troubleshooting"></span><h1>Jupyter Notebook QuickStart<a class="headerlink" href="#jupyter-notebook-quickstart" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of Contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#ssh-tunnel-to-the-inf1-trn1-instance" id="id1">SSH Tunnel to the Inf1/Trn1 instance</a></p></li>
<li><p><a class="reference internal" href="#starting-the-jupyter-notebook-on-the-instance" id="id2">Starting the Jupyter Notebook on the instance</a></p></li>
<li><p><a class="reference internal" href="#running-the-jupyter-notebook-from-your-local-browser" id="id3">Running the Jupyter Notebook from your local browser</a></p></li>
<li><p><a class="reference internal" href="#troubleshooting" id="id4">Troubleshooting</a></p></li>
</ul>
</div>
<div class="section" id="ssh-tunnel-to-the-inf1-trn1-instance">
<h2><a class="toc-backref" href="#id1">SSH Tunnel to the Inf1/Trn1 instance</a><a class="headerlink" href="#ssh-tunnel-to-the-inf1-trn1-instance" title="Permalink to this headline">#</a></h2>
<p>The Jupyter notebook can be run via a browser on port 8888 by default. For simplicity we will use ssh port forwarding from your machine to the instance.</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">ssh</span> <span class="o">-</span><span class="n">i</span> <span class="s2">"<pem file>"</span> <span class="o"><</span><span class="n">user</span><span class="o">>@<</span><span class="n">instance</span> <span class="n">DNS</span> <span class="n">name</span><span class="o">></span> <span class="o">-</span><span class="n">L</span> <span class="mi">8888</span><span class="p">:</span><span class="mf">127.0.0.1</span><span class="p">:</span><span class="mi">8888</span>
</pre></div>
</div>
<p>On an Ubuntu image the user will be ubuntu@, while on AL2 you should use
ec2-user@</p>
<p>This additional argument forwards connections to port 8888 on your
machine to the new Inf1/Trn1 instance.</p>
</div>
<div class="section" id="starting-the-jupyter-notebook-on-the-instance">
<h2><a class="toc-backref" href="#id2">Starting the Jupyter Notebook on the instance</a><a class="headerlink" href="#starting-the-jupyter-notebook-on-the-instance" title="Permalink to this headline">#</a></h2>
<p>From your ssh prompt on the Inf1/Trn1 instance run</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">jupyter</span> <span class="n">notebook</span>
</pre></div>
</div>
<p>You should see logging in your ssh session similar to:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:11.729<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Using<span class="w"> </span>EnvironmentKernelSpecManager...
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:11.730<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Started<span class="w"> </span>periodic<span class="w"> </span>updates<span class="w"> </span>of<span class="w"> </span>the<span class="w"> </span>kernel<span class="w"> </span>list<span class="w"> </span><span class="o">(</span>every<span class="w"> </span><span class="m">3</span><span class="w"> </span>minutes<span class="o">)</span>.
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:11.867<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Loading<span class="w"> </span>IPython<span class="w"> </span>parallel<span class="w"> </span>extension
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:11.884<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>JupyterLab<span class="w"> </span>beta<span class="w"> </span>preview<span class="w"> </span>extension<span class="w"> </span>loaded<span class="w"> </span>from<span class="w"> </span>/home/ubuntu/anaconda3/lib/python3.6/site-packages/jupyterlab
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:11.884<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>JupyterLab<span class="w"> </span>application<span class="w"> </span>directory<span class="w"> </span>is<span class="w"> </span>/home/ubuntu/anaconda3/share/jupyter/lab
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.002<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span><span class="o">[</span>nb_conda<span class="o">]</span><span class="w"> </span>enabled
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Serving<span class="w"> </span>notebooks<span class="w"> </span>from<span class="w"> </span><span class="nb">local</span><span class="w"> </span>directory:<span class="w"> </span>/home/ubuntu/tutorial
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span><span class="m">0</span><span class="w"> </span>active<span class="w"> </span>kernels
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>The<span class="w"> </span>Jupyter<span class="w"> </span>Notebook<span class="w"> </span>is<span class="w"> </span>running<span class="w"> </span>at:
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>http://localhost:8888/?token<span class="o">=</span>f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Use<span class="w"> </span>Control-C<span class="w"> </span>to<span class="w"> </span>stop<span class="w"> </span>this<span class="w"> </span>server<span class="w"> </span>and<span class="w"> </span>shut<span class="w"> </span>down<span class="w"> </span>all<span class="w"> </span>kernels<span class="w"> </span><span class="o">(</span>twice<span class="w"> </span>to<span class="w"> </span>skip<span class="w"> </span>confirmation<span class="o">)</span>.
<span class="o">[</span>W<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>No<span class="w"> </span>web<span class="w"> </span>browser<span class="w"> </span>found:<span class="w"> </span>could<span class="w"> </span>not<span class="w"> </span>locate<span class="w"> </span>runnable<span class="w"> </span>browser.
</pre></div>
</div>
<p>Copy/paste this URL into your browser when you connect for the first
time, to login with a token:
<code class="docutils literal notranslate"><span class="pre">http://localhost:8888/?token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16&token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16</span></code></p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:12.004<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Starting<span class="w"> </span>initial<span class="w"> </span>scan<span class="w"> </span>of<span class="w"> </span>virtual<span class="w"> </span>environments...
<span class="o">[</span>I<span class="w"> </span><span class="m">21</span>:53:13.507<span class="w"> </span>NotebookApp<span class="o">]</span><span class="w"> </span>Found<span class="w"> </span>new<span class="w"> </span>kernels<span class="w"> </span><span class="k">in</span><span class="w"> </span>environments:<span class="w"> </span>conda_tensorflow2_p27,<span class="w"> </span>conda_aws_neuron_mxnet_p36,<span class="w"> </span>conda_anaconda3,<span class="w"> </span>conda_tensorflow_p27,<span class="w"> </span>conda_chainer_p27,<span class="w"> </span>conda_python3,<span class="w"> </span>conda_tensorflow_p36,<span class="w"> </span>conda_aws_neuron_tensorflow_p36,<span class="w"> </span>conda_mxnet_p27,<span class="w"> </span>**conda_my_notebook_env**,<span class="w"> </span>conda_tensorflow2_p36,<span class="w"> </span>conda_pytorch_p27,<span class="w"> </span>conda_python2,<span class="w"> </span>conda_chainer_p36,<span class="w"> </span>conda_mxnet_p36,<span class="w"> </span>conda_pytorch_p36
</pre></div>
</div>
</div>
<div class="section" id="running-the-jupyter-notebook-from-your-local-browser">
<h2><a class="toc-backref" href="#id3">Running the Jupyter Notebook from your local browser</a><a class="headerlink" href="#running-the-jupyter-notebook-from-your-local-browser" title="Permalink to this headline">#</a></h2>
<p>If you copy and paste the link that looks like
<code class="docutils literal notranslate"><span class="pre">http://localhost:8888/?token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16&token=f9ad4086afd3c91f33d5587781f9fd8143b4cafbbf121a16</span></code>
into your local browser the Notebook navigation pane should pop up.</p>
<p>This works because ssh is forwarding you local port 8888 through to the
Inf1/Trn1 instance port 8888 where the notebook is running. Note that our new
conda environment is visible as “kernel” with the “conda_” prefix
(highlighted)</p>
<ol class="arabic simple">
<li><p>In notebook browser select the tutorial.</p></li>
<li><p>This will pop up a new tab. In that tab use the menus:</p></li>
</ol>
<p>Kernel → Change Kernel → Environment (conda_my_notebook_env)</p>
<ol class="arabic simple" start="3">
<li><p>Start reading through the self documenting notebook tutorial</p></li>
</ol>
</div>
<div class="section" id="troubleshooting">
<h2><a class="toc-backref" href="#id4">Troubleshooting</a><a class="headerlink" href="#troubleshooting" title="Permalink to this headline">#</a></h2>
<p>If your jupyter notebook does not start please try the following:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">mv</span> <span class="o">~/.</span><span class="n">jupyter</span> <span class="o">~/.</span><span class="n">jupyter</span><span class="o">.</span><span class="n">old</span>
<span class="n">mkdir</span> <span class="o">-</span><span class="n">p</span> <span class="o">~/.</span><span class="n">jupyter</span>
<span class="n">echo</span> <span class="s2">"c.NotebookApp.iopub_data_rate_limit = 10000000000"</span> <span class="o">></span> <span class="o">~/.</span><span class="n">jupyter</span><span class="o">/</span><span class="n">jupyter_notebook_config</span><span class="o">.</span><span class="n">py</span>
<span class="c1"># Instal Jupyter notebook kernel</span>
<span class="n">pip</span> <span class="n">install</span> <span class="n">ipykernel</span>
<span class="n">python3</span> <span class="o">-</span><span class="n">m</span> <span class="n">ipykernel</span> <span class="n">install</span> <span class="o">--</span><span class="n">user</span> <span class="o">--</span><span class="n">name</span> <span class="n">aws_neuron_venv_pytorch</span> <span class="o">--</span><span class="n">display</span><span class="o">-</span><span class="n">name</span> <span class="s2">"Python Neuronx"</span>
<span class="n">pip</span> <span class="n">install</span> <span class="n">jupyter</span> <span class="n">notebook</span>
<span class="n">pip</span> <span class="n">install</span> <span class="n">environment_kernels</span>
<span class="n">jupyter</span> <span class="n">notebook</span>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:40.261Z
|
Running Jupyter Notebook as script — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/running-jupyter-notebook-as-script.html#running-jupyter-notebook-as-script
|
# Running Jupyter Notebook as script — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Running Jupyter Notebook as script[#](#running-jupyter-notebook-as-script "Permalink to this headline")
## Converting the Jupyter Notebook and running[#](#converting-the-jupyter-notebook-and-running "Permalink to this headline")
Go into the aws-neuron-sdk repository directory containing the Jupyter Notebook (.ipynb file),
```
cd aws-neuron-sdk/src/examples/<framework like pytorch, tensorflow, etc>
```
The Jupyter Notebook (.ipynb) can be converted to python script using jupyter-nbconvert. For example,
```
jupyter nbconvert --to script tutorial_pretrained_bert.ipynb
```
and can be run in the virtual env (if needed),
```
# if not already in the virtual env,
source activate <virtual env>
# Run the converted script
python <tutorial.py>
```
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Running Jupyter Notebook as script — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/notebook/running-jupyter-notebook-as-script", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/running-jupyter-notebook-as-script.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/setup/notebook/running-jupyter-notebook-as-script.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/setup/notebook/running-jupyter-notebook-as-script.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/notebook/running-jupyter-notebook-as-script.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/notebook/running-jupyter-notebook-as-script.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/setup/notebook/running-jupyter-notebook-as-script.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#converting-the-jupyter-notebook-and-running">
Converting the Jupyter Notebook and running
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Running Jupyter Notebook as script</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#converting-the-jupyter-notebook-and-running">
Converting the Jupyter Notebook and running
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="running-jupyter-notebook-as-script">
<span id="id1"></span><h1>Running Jupyter Notebook as script<a class="headerlink" href="#running-jupyter-notebook-as-script" title="Permalink to this headline">#</a></h1>
<div class="section" id="converting-the-jupyter-notebook-and-running">
<h2>Converting the Jupyter Notebook and running<a class="headerlink" href="#converting-the-jupyter-notebook-and-running" title="Permalink to this headline">#</a></h2>
<p>Go into the aws-neuron-sdk repository directory containing the Jupyter Notebook (.ipynb file),</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">cd</span><span class="w"> </span>aws-neuron-sdk/src/examples/<framework<span class="w"> </span>like<span class="w"> </span>pytorch,<span class="w"> </span>tensorflow,<span class="w"> </span>etc>
</pre></div>
</div>
<p>The Jupyter Notebook (.ipynb) can be converted to python script using jupyter-nbconvert. For example,</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>jupyter<span class="w"> </span>nbconvert<span class="w"> </span>--to<span class="w"> </span>script<span class="w"> </span>tutorial_pretrained_bert.ipynb
</pre></div>
</div>
<p>and can be run in the virtual env (if needed),</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># if not already in the virtual env,</span>
<span class="nb">source</span><span class="w"> </span>activate<span class="w"> </span><virtual<span class="w"> </span>env>
<span class="c1"># Run the converted script</span>
python<span class="w"> </span><tutorial.py>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:40.386Z
|
PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html#torch-neuronx-lazy-async-load-api
|
# PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
## PyTorch Neuron (`torch-neuronx`) Lazy and Asynchronous Loading API[#](#pytorch-neuron-torch-neuronx-lazy-and-asynchronous-loading-api "Permalink to this headline")
The [`torch_neuronx.lazy_load()`](#torch_neuronx.lazy_load "torch_neuronx.lazy_load") and [`torch_neuronx.async_load()`](#torch_neuronx.async_load "torch_neuronx.async_load") Python APIs allow for more fine-grained control of loading a model onto the Neuron cores. They are designed to enable different load behaviours (i.e. lazy or asynchronous loading) that, in certain cases, can speed up the load time. Both APIs take as input a [`ScriptModule`](https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule "(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))") model created by [PyTorch Neuron (torch-neuronx) Tracing API for Inference](api-torch-neuronx-trace.html#torch-neuronx-trace-api). **They should be called immediately after** [`torch_neuronx.trace()`](api-torch-neuronx-trace.html#torch_neuronx.trace "torch_neuronx.trace") **returns, before saving the model via** [`torch.jit.save()`](https://pytorch.org/docs/master/generated/torch.jit.save.html#torch.jit.save "(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))")
torch\_neuronx.lazy\_load(_trace_, _enable\_lazy\_load\=True_)[#](#torch_neuronx.lazy_load "Permalink to this definition")
Enables(or disables) lazy load behaviour on the traced Neuron ScriptModule `trace`. By default, lazy load behaviour is disabled, so this API must be called immediately after [`torch_neuronx.trace()`](api-torch-neuronx-trace.html#torch_neuronx.trace "torch_neuronx.trace") returns if lazy load behaviour is desired.
In this context, lazy loading means that **calling** `torch.jit.load` **will not immediately load the model onto the Neuron core.** Instead, the model will be loaded onto the Neuron core at a later time, either via a call to [PyTorch Neuron (torch-neuronx) DataParallel API](api-torch-neuronx-data-parallel.html#torch-neuronx-dataparallel-api), or automatically when the model’s `forward` method executes.
There are several scenarios where lazy loading is useful. For instance, if one wants to use the DataParallel API to load the model onto multiple Neuron cores, typically one would first call `torch.jit.load` to load the saved model from disk, and then call `DataParallel` on the object returned by `torch.jit.load`. Doing this will cause redundant loading, because calling `torch.jit.load` first will by default load the model onto one Neuron core, while calling `DataParallel` next will first unload the model from the Neuron core, and then load again according to user-specified `device_ids`. This redundant load is avoided if one enables lazy loading by calling `torch_neuronx.lazy_load` prior to saving the model. This way, `torch.jit.load` will not load the model onto the Neuron core, so `DataParallel` can directly load the model onto the desired cores.
_Required Arguments_
Parameters
**trace** ([_ScriptModule_](https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule "(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))")) – Model created by the [PyTorch Neuron (torch-neuronx) Tracing API for Inference](api-torch-neuronx-trace.html#torch-neuronx-trace-api), for which lazy loading is to be enabled.
_Optional Arguments_
Parameters
**enable\_lazy\_load** ([_bool_](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)")) – Whether to enable lazy loading, defaults to True.
Simple example usage:
> ```
> >>> neuron_model = torch_neuronx.trace(model, inputs)
> >>> torch_neuronx.lazy_load(neuron_model)
> >>> torch.jit.save(neuron_model, "my_model")
>
> ```
>
> Then some time later:
>
> ```
> >>> neuron_model = torch.jit.load("my_model") # neuron_model will not be loaded onto the Neuron core until it is run or it is passed to DataParallel
>
> ```
torch\_neuronx.async\_load(_trace_, _enable\_async\_load\=True_)[#](#torch_neuronx.async_load "Permalink to this definition")
Enables(or disables) asynchronous load behaviour on the traced Neuron ScriptModule `trace`.
By default, loading onto the Neuron core is a synchronous, blocking operation. This API can be called immediately after [`torch_neuronx.trace()`](api-torch-neuronx-trace.html#torch_neuronx.trace "torch_neuronx.trace") returns in order to make loading this model onto the Neuron core a non-blocking operation. This means that when a load onto the Neuron core is triggered, either through a call to `torch.jit.load` or `DataParallel`, a new thread is launched to perform the load, while the calling function will immediately return. The load will proceed asynchronously in the background, and only when it finishes will the model successfully execute. If the model’s `forward` method is invoked before the asynchronus load finishes, `forward` will wait until the load completes before executing the model.
This API is useful when one wants to load multiple models onto the Neuron core in parallel. It allows multiple calls to load different models to execute concurrently on different threads, which can significantly reduce the total load time when there are multiple CPU cores on the host. It is especially useful in cases where a single model pipeline has several compiled Neuron models. In this case, one can enable asynchronous load on each Neuron model and load all of them in parallel.
Note that this API differs from [`torch_neuronx.lazy_load()`](#torch_neuronx.lazy_load "torch_neuronx.lazy_load"). Lazy loading will only delay the load onto the Neuron core from when `torch.jit.load` is called to some later time, but when the load does occur, it is still a synchronous, blocking operation. Asynchronous loading will make the load an asynchronous, non-blocking operation, but it does not delay when the load starts, meaning that calling `torch.jit.load` will still start the load, but the load will proceed asynchronously in the background.
_Required Arguments_
Parameters
**trace** ([_ScriptModule_](https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule "(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))")) – Model created by the [PyTorch Neuron (torch-neuronx) Tracing API for Inference](api-torch-neuronx-trace.html#torch-neuronx-trace-api), for which asynchronous loading is to be enabled.
_Optional Arguments_
Parameters
**enable\_async\_load** ([_bool_](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)")) – Whether to enable asynchronous loading, defaults to True.
Simple example usage:
> ```
> >>> neuron_model1 = torch_neuronx.trace(model1, inputs1)
> >>> torch_neuronx.async_load(neuron_model1)
> >>> torch.jit.save(neuron_model1, "my_model1")
>
> ```
>
> ```
> >>> neuron_model2 = torch_neuronx.trace(model2, inputs2)
> >>> torch_neuronx.async_load(neuron_model2)
> >>> torch.jit.save(neuron_model2, "my_model2")
>
> ```
>
> Then some time later:
>
> ```
> >>> neuron_model1 = torch.jit.load("my_model1") # neuron_model1 will start loading onto the Neuron core immediately, but the load will occur in a separate thread in the background.
> >>> neuron_model2 = torch.jit.load("my_model2") # neuron_model2 will start loading onto the Neuron core immediately, but the load will occur in a separate thread in the background.
>
> ```
>
> Both neuron\_model1 and neuron\_model2 will load concurrently.
>
> ```
> >>> output1 = neuron_model1(input1) # This call will block until the asynchronous load launched above finishes.
> >>> output2 = neuron_model2(input2) # This call will block until the asynchronous load launched above finishes.
>
> ```
## Using [`torch_neuronx.lazy_load()`](#torch_neuronx.lazy_load "torch_neuronx.lazy_load") and [`torch_neuronx.async_load()`](#torch_neuronx.async_load "torch_neuronx.async_load") Together[#](#using-torch-neuronx-lazy-load-and-torch-neuronx-async-load-together "Permalink to this headline")
You can also enable lazy load and asynchronous load together for the same model. To do so, simply call each API independently before saving the model with `torch.jit.save`:
```
>>> neuron_model = torch_neuronx.trace(model, inputs)
>>> torch_neuronx.lazy_load(neuron_model)
>>> torch_neuronx.async_load(neuron_model)
>>> torch.jit.save(neuron_model, "my_model")
```
This will both delay loading the model onto the Neuron core, and make the load asynchronous.
For another example usage, please refer to the [Github sample](https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/inference/hf_pretrained_sd2_512_inference.ipynb) we provide for running inference on HuggingFace Stable Diffusion 2.1, where we use both `lazy_load` and `async_load` to speed up the total load time of the four Neuron models that make up that pipeline.
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../../" id="documentation_options" src="../../../../../_static/documentation_options.js"></script>
<script src="../../../../../_static/jquery.js"></script>
<script src="../../../../../_static/underscore.js"></script>
<script src="../../../../../_static/doctools.js"></script>
<script src="../../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../../_static/contentui.js"></script>
<script src="../../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../../genindex.html">
<link rel="search" title="Search" href="../../../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fframeworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../../../_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-async-lazy-load.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#using-torch-neuronx-lazy-load-and-torch-neuronx-async-load-together">
Using
<code class="xref py py-func docutils literal notranslate">
<span class="pre">
torch_neuronx.lazy_load()
</span>
</code>
and
<code class="xref py py-func docutils literal notranslate">
<span class="pre">
torch_neuronx.async_load()
</span>
</code>
Together
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>PyTorch Neuron (torch-neuronx) Lazy and Asynchronous Loading API</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#using-torch-neuronx-lazy-load-and-torch-neuronx-async-load-together">
Using
<code class="xref py py-func docutils literal notranslate">
<span class="pre">
torch_neuronx.lazy_load()
</span>
</code>
and
<code class="xref py py-func docutils literal notranslate">
<span class="pre">
torch_neuronx.async_load()
</span>
</code>
Together
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="pytorch-neuron-torch-neuronx-lazy-and-asynchronous-loading-api">
<span id="torch-neuronx-lazy-async-load-api"></span><h1>PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) Lazy and Asynchronous Loading API<a class="headerlink" href="#pytorch-neuron-torch-neuronx-lazy-and-asynchronous-loading-api" title="Permalink to this headline">#</a></h1>
<p>The <a class="reference internal" href="#torch_neuronx.lazy_load" title="torch_neuronx.lazy_load"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.lazy_load()</span></code></a> and <a class="reference internal" href="#torch_neuronx.async_load" title="torch_neuronx.async_load"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.async_load()</span></code></a> Python APIs allow
for more fine-grained control of loading a model onto the Neuron cores. They are designed to
enable different load behaviours (i.e. lazy or asynchronous loading) that, in certain cases,
can speed up the load time. Both APIs take as input a <a class="reference external" href="https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><code class="xref py py-class docutils literal notranslate"><span class="pre">ScriptModule</span></code></a> model
created by <a class="reference internal" href="api-torch-neuronx-trace.html#torch-neuronx-trace-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Tracing API for Inference</span></a>. <strong>They should be called immediately after</strong> <a class="reference internal" href="api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a>
<strong>returns, before saving the model via</strong> <a class="reference external" href="https://pytorch.org/docs/master/generated/torch.jit.save.html#torch.jit.save" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch.jit.save()</span></code></a></p>
<dl class="py function">
<dt class="sig sig-object py" id="torch_neuronx.lazy_load">
<span class="sig-prename descclassname"><span class="pre">torch_neuronx.</span></span><span class="sig-name descname"><span class="pre">lazy_load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enable_lazy_load</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#torch_neuronx.lazy_load" title="Permalink to this definition">#</a></dt>
<dd><p>Enables(or disables) lazy load behaviour on the traced Neuron ScriptModule <code class="docutils literal notranslate"><span class="pre">trace</span></code>.
By default, lazy load behaviour is disabled, so this API must be called immediately after
<a class="reference internal" href="api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a> returns if lazy load behaviour is desired.</p>
<p>In this context, lazy loading means that <strong>calling</strong> <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> <strong>will not immediately load
the model onto the Neuron core.</strong> Instead, the model will be loaded onto the Neuron core at a later
time, either via a call to <a class="reference internal" href="api-torch-neuronx-data-parallel.html#torch-neuronx-dataparallel-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) DataParallel API</span></a>, or automatically when the model’s
<code class="docutils literal notranslate"><span class="pre">forward</span></code> method executes.</p>
<p>There are several scenarios where lazy loading is useful. For instance, if one wants to use
the DataParallel API to load the model onto multiple Neuron cores, typically
one would first call <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> to load the saved model from disk, and then call <code class="docutils literal notranslate"><span class="pre">DataParallel</span></code>
on the object returned by <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code>. Doing this will cause redundant loading, because calling <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code>
first will by default load the model onto one Neuron core, while calling <code class="docutils literal notranslate"><span class="pre">DataParallel</span></code> next will
first unload the model from the Neuron core, and then load again according to user-specified <code class="docutils literal notranslate"><span class="pre">device_ids</span></code>.
This redundant load is avoided if one enables lazy loading by calling <code class="docutils literal notranslate"><span class="pre">torch_neuronx.lazy_load</span></code> prior to saving
the model. This way, <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> will not load the model onto the Neuron core, so <code class="docutils literal notranslate"><span class="pre">DataParallel</span></code> can
directly load the model onto the desired cores.</p>
<p><em>Required Arguments</em></p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>trace</strong> (<a class="reference external" href="https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><em>ScriptModule</em></a>) – Model created by the
<a class="reference internal" href="api-torch-neuronx-trace.html#torch-neuronx-trace-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Tracing API for Inference</span></a>, for which lazy loading is to be enabled.</p>
</dd>
</dl>
<p><em>Optional Arguments</em></p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>enable_lazy_load</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><em>bool</em></a>) – Whether to enable lazy loading, defaults to True.</p>
</dd>
</dl>
<p>Simple example usage:</p>
<blockquote>
<div><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model</span> <span class="o">=</span> <span class="n">torch_neuronx</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">inputs</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch_neuronx</span><span class="o">.</span><span class="n">lazy_load</span><span class="p">(</span><span class="n">neuron_model</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_model</span><span class="p">,</span> <span class="s2">"my_model"</span><span class="p">)</span>
</pre></div>
</div>
<p>Then some time later:</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">"my_model"</span><span class="p">)</span> <span class="c1"># neuron_model will not be loaded onto the Neuron core until it is run or it is passed to DataParallel</span>
</pre></div>
</div>
</div></blockquote>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="torch_neuronx.async_load">
<span class="sig-prename descclassname"><span class="pre">torch_neuronx.</span></span><span class="sig-name descname"><span class="pre">async_load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trace</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enable_async_load</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#torch_neuronx.async_load" title="Permalink to this definition">#</a></dt>
<dd><p>Enables(or disables) asynchronous load behaviour on the traced Neuron ScriptModule <code class="docutils literal notranslate"><span class="pre">trace</span></code>.</p>
<p>By default, loading onto the Neuron core is a synchronous, blocking operation. This API
can be called immediately after <a class="reference internal" href="api-torch-neuronx-trace.html#torch_neuronx.trace" title="torch_neuronx.trace"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.trace()</span></code></a> returns in order to make
loading this model onto the Neuron core a non-blocking operation. This means that when
a load onto the Neuron core is triggered, either through a call to <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> or
<code class="docutils literal notranslate"><span class="pre">DataParallel</span></code>, a new thread is launched to perform the load, while the calling function
will immediately return. The load will proceed asynchronously in the background, and only
when it finishes will the model successfully execute. If the model’s <code class="docutils literal notranslate"><span class="pre">forward</span></code> method is invoked
before the asynchronus load finishes, <code class="docutils literal notranslate"><span class="pre">forward</span></code> will wait until the load completes before
executing the model.</p>
<p>This API is useful when one wants to load multiple models onto the Neuron core in parallel.
It allows multiple calls to load different models to execute concurrently on different threads,
which can significantly reduce the total load time when there are multiple CPU cores on the host.
It is especially useful in cases where a single model pipeline has several compiled Neuron models.
In this case, one can enable asynchronous load on each Neuron model and load all of them in parallel.</p>
<p>Note that this API differs from <a class="reference internal" href="#torch_neuronx.lazy_load" title="torch_neuronx.lazy_load"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.lazy_load()</span></code></a>. Lazy loading will
only delay the load onto the Neuron core from when <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> is called to some later time,
but when the load does occur, it is still a synchronous, blocking operation. Asynchronous loading
will make the load an asynchronous, non-blocking operation, but it does not delay when the load starts,
meaning that calling <code class="docutils literal notranslate"><span class="pre">torch.jit.load</span></code> will still start the load, but the load will proceed asynchronously
in the background.</p>
<p><em>Required Arguments</em></p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>trace</strong> (<a class="reference external" href="https://pytorch.org/docs/master/generated/torch.jit.ScriptModule.html#torch.jit.ScriptModule" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><em>ScriptModule</em></a>) – Model created by the
<a class="reference internal" href="api-torch-neuronx-trace.html#torch-neuronx-trace-api"><span class="std std-ref">PyTorch Neuron (torch-neuronx) Tracing API for Inference</span></a>, for which asynchronous loading is to be enabled.</p>
</dd>
</dl>
<p><em>Optional Arguments</em></p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>enable_async_load</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><em>bool</em></a>) – Whether to enable asynchronous loading, defaults to True.</p>
</dd>
</dl>
<p>Simple example usage:</p>
<blockquote>
<div><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model1</span> <span class="o">=</span> <span class="n">torch_neuronx</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model1</span><span class="p">,</span> <span class="n">inputs1</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch_neuronx</span><span class="o">.</span><span class="n">async_load</span><span class="p">(</span><span class="n">neuron_model1</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_model1</span><span class="p">,</span> <span class="s2">"my_model1"</span><span class="p">)</span>
</pre></div>
</div>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model2</span> <span class="o">=</span> <span class="n">torch_neuronx</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model2</span><span class="p">,</span> <span class="n">inputs2</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch_neuronx</span><span class="o">.</span><span class="n">async_load</span><span class="p">(</span><span class="n">neuron_model2</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_model2</span><span class="p">,</span> <span class="s2">"my_model2"</span><span class="p">)</span>
</pre></div>
</div>
<p>Then some time later:</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model1</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">"my_model1"</span><span class="p">)</span> <span class="c1"># neuron_model1 will start loading onto the Neuron core immediately, but the load will occur in a separate thread in the background.</span>
<span class="gp">>>> </span><span class="n">neuron_model2</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">"my_model2"</span><span class="p">)</span> <span class="c1"># neuron_model2 will start loading onto the Neuron core immediately, but the load will occur in a separate thread in the background.</span>
</pre></div>
</div>
<p>Both neuron_model1 and neuron_model2 will load concurrently.</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">output1</span> <span class="o">=</span> <span class="n">neuron_model1</span><span class="p">(</span><span class="n">input1</span><span class="p">)</span> <span class="c1"># This call will block until the asynchronous load launched above finishes.</span>
<span class="gp">>>> </span><span class="n">output2</span> <span class="o">=</span> <span class="n">neuron_model2</span><span class="p">(</span><span class="n">input2</span><span class="p">)</span> <span class="c1"># This call will block until the asynchronous load launched above finishes.</span>
</pre></div>
</div>
</div></blockquote>
</dd></dl>
<div class="section" id="using-torch-neuronx-lazy-load-and-torch-neuronx-async-load-together">
<h2>Using <a class="reference internal" href="#torch_neuronx.lazy_load" title="torch_neuronx.lazy_load"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.lazy_load()</span></code></a> and <a class="reference internal" href="#torch_neuronx.async_load" title="torch_neuronx.async_load"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch_neuronx.async_load()</span></code></a> Together<a class="headerlink" href="#using-torch-neuronx-lazy-load-and-torch-neuronx-async-load-together" title="Permalink to this headline">#</a></h2>
<p>You can also enable lazy load and asynchronous load together for the same model.
To do so, simply call each API independently before saving the model with <code class="docutils literal notranslate"><span class="pre">torch.jit.save</span></code>:</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuron_model</span> <span class="o">=</span> <span class="n">torch_neuronx</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">inputs</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch_neuronx</span><span class="o">.</span><span class="n">lazy_load</span><span class="p">(</span><span class="n">neuron_model</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch_neuronx</span><span class="o">.</span><span class="n">async_load</span><span class="p">(</span><span class="n">neuron_model</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_model</span><span class="p">,</span> <span class="s2">"my_model"</span><span class="p">)</span>
</pre></div>
</div>
<p>This will both delay loading the model onto the Neuron core, and make the load asynchronous.</p>
<p>For another example usage, please refer to the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/inference/hf_pretrained_sd2_512_inference.ipynb">Github sample</a> we provide for running inference on HuggingFace Stable Diffusion 2.1,
where we use both <code class="docutils literal notranslate"><span class="pre">lazy_load</span></code> and <code class="docutils literal notranslate"><span class="pre">async_load</span></code> to speed up the total load time of the four Neuron models that make
up that pipeline.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:40.492Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/cbeed28d83ac18dfc474cca0e8fd46bd/config.json
|
```
{
"model_name": "bert-base-cased-finetuned-mrpc",
"max_length": 128,
"batch_size": 6
}
```
|
<html><head><meta name="color-scheme" content="light dark"><meta charset="utf-8"></head><body style="margin: 0"><div></div><pre>{
"model_name": "bert-base-cased-finetuned-mrpc",
"max_length": 128,
"batch_size": 6
}</pre></body></html>
|
2023-09-29T20:54:40.596Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/91e5622a3cf52716e37777b5581e6655/handler_bert_neuronx.py
|
```
import os
import json
import sys
import logging
from abc import ABC
import torch
import torch_neuronx
from transformers import AutoTokenizer
from ts.torch_handler.base_handler import BaseHandler
# one core per worker
os.environ['NEURON_RT_NUM_CORES'] = '1'
logger = logging.getLogger(__name__)
class BertEmbeddingHandler(BaseHandler, ABC):
"""
Handler class for Bert Embedding computations.
"""
def __init__(self):
super(BertEmbeddingHandler, self).__init__()
self.initialized = False
def initialize(self, ctx):
self.manifest = ctx.manifest
properties = ctx.system_properties
self.device = 'cpu'
model_dir = properties.get('model_dir')
serialized_file = self.manifest['model']['serializedFile']
model_pt_path = os.path.join(model_dir, serialized_file)
# point sys.path to our config file
with open('config.json') as fp:
config = json.load(fp)
self.max_length = config['max_length']
self.batch_size = config['batch_size']
self.classes = ['not paraphrase', 'paraphrase']
self.model = torch.jit.load(model_pt_path)
logger.debug(f'Model loaded from {model_dir}')
self.model.to(self.device)
self.model.eval()
self.tokenizer = AutoTokenizer.from_pretrained(config['model_name'])
self.initialized = True
def preprocess(self, input_data):
"""
Tokenization pre-processing
"""
input_ids = []
attention_masks = []
token_type_ids = []
for row in input_data:
seq_0 = row['seq_0'].decode('utf-8')
seq_1 = row['seq_1'].decode('utf-8')
logger.debug(f'Received text: "{seq_0}", "{seq_1}"')
inputs = self.tokenizer.encode_plus(
seq_0,
seq_1,
max_length=self.max_length,
padding='max_length',
truncation=True,
return_tensors='pt'
)
input_ids.append(inputs['input_ids'])
attention_masks.append(inputs['attention_mask'])
token_type_ids.append(inputs['token_type_ids'])
batch = (torch.cat(input_ids, 0),
torch.cat(attention_masks, 0),
torch.cat(token_type_ids, 0))
return batch
def inference(self, inputs):
"""
Predict the class of a text using a trained transformer model.
"""
# sanity check dimensions
assert(len(inputs) == 3)
num_inferences = len(inputs[0])
assert(num_inferences <= self.batch_size)
# insert padding if we received a partial batch
padding = self.batch_size - num_inferences
if padding > 0:
pad = torch.nn.ConstantPad1d((0, 0, 0, padding), value=0)
inputs = [pad(x) for x in inputs]
outputs = self.model(*inputs)[0]
predictions = []
for i in range(num_inferences):
prediction = self.classes[outputs[i].argmax(dim=-1).item()]
predictions.append([prediction])
logger.debug("Model predicted: '%s'", prediction)
return predictions
def postprocess(self, inference_output):
return inference_output
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import os
import json
import sys
import logging
from abc import ABC
import torch
import torch_neuronx
from transformers import AutoTokenizer
from ts.torch_handler.base_handler import BaseHandler
# one core per worker
os.environ['NEURON_RT_NUM_CORES'] = '1'
logger = logging.getLogger(__name__)
class BertEmbeddingHandler(BaseHandler, ABC):
"""
Handler class for Bert Embedding computations.
"""
def __init__(self):
super(BertEmbeddingHandler, self).__init__()
self.initialized = False
def initialize(self, ctx):
self.manifest = ctx.manifest
properties = ctx.system_properties
self.device = 'cpu'
model_dir = properties.get('model_dir')
serialized_file = self.manifest['model']['serializedFile']
model_pt_path = os.path.join(model_dir, serialized_file)
# point sys.path to our config file
with open('config.json') as fp:
config = json.load(fp)
self.max_length = config['max_length']
self.batch_size = config['batch_size']
self.classes = ['not paraphrase', 'paraphrase']
self.model = torch.jit.load(model_pt_path)
logger.debug(f'Model loaded from {model_dir}')
self.model.to(self.device)
self.model.eval()
self.tokenizer = AutoTokenizer.from_pretrained(config['model_name'])
self.initialized = True
def preprocess(self, input_data):
"""
Tokenization pre-processing
"""
input_ids = []
attention_masks = []
token_type_ids = []
for row in input_data:
seq_0 = row['seq_0'].decode('utf-8')
seq_1 = row['seq_1'].decode('utf-8')
logger.debug(f'Received text: "{seq_0}", "{seq_1}"')
inputs = self.tokenizer.encode_plus(
seq_0,
seq_1,
max_length=self.max_length,
padding='max_length',
truncation=True,
return_tensors='pt'
)
input_ids.append(inputs['input_ids'])
attention_masks.append(inputs['attention_mask'])
token_type_ids.append(inputs['token_type_ids'])
batch = (torch.cat(input_ids, 0),
torch.cat(attention_masks, 0),
torch.cat(token_type_ids, 0))
return batch
def inference(self, inputs):
"""
Predict the class of a text using a trained transformer model.
"""
# sanity check dimensions
assert(len(inputs) == 3)
num_inferences = len(inputs[0])
assert(num_inferences <= self.batch_size)
# insert padding if we received a partial batch
padding = self.batch_size - num_inferences
if padding > 0:
pad = torch.nn.ConstantPad1d((0, 0, 0, padding), value=0)
inputs = [pad(x) for x in inputs]
outputs = self.model(*inputs)[0]
predictions = []
for i in range(num_inferences):
prediction = self.classes[outputs[i].argmax(dim=-1).item()]
predictions.append([prediction])
logger.debug("Model predicted: '%s'", prediction)
return predictions
def postprocess(self, inference_output):
return inference_output
</pre></body></html>
|
2023-09-29T20:54:40.712Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/f7973957c84ecee111dc8880b849436a/trace_bert_neuronx.py
|
```
import torch
import torch_neuronx
from transformers import AutoTokenizer, AutoModelForSequenceClassification
# Build tokenizer and model
tokenizer = AutoTokenizer.from_pretrained("bert-base-cased-finetuned-mrpc")
model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased-finetuned-mrpc", return_dict=False)
# Setup some example inputs
sequence_0 = "The company HuggingFace is based in New York City"
sequence_1 = "HuggingFace's headquarters are situated in Manhattan"
max_length = 128
batch_size = 6
paraphrase = tokenizer.encode_plus(sequence_0, sequence_1, max_length=max_length, padding='max_length', truncation=True, return_tensors="pt")
example_inputs_paraphrase = (
torch.cat([paraphrase['input_ids']] * batch_size, 0),
torch.cat([paraphrase['attention_mask']] * batch_size, 0),
torch.cat([paraphrase['token_type_ids']] * batch_size, 0)
)
# Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron
model_neuron_batch = torch_neuronx.trace(model, example_inputs_paraphrase)
# Save the batched model
model_neuron_batch.save('bert_neuron_b{}.pt'.format(batch_size))
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import torch
import torch_neuronx
from transformers import AutoTokenizer, AutoModelForSequenceClassification
# Build tokenizer and model
tokenizer = AutoTokenizer.from_pretrained("bert-base-cased-finetuned-mrpc")
model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased-finetuned-mrpc", return_dict=False)
# Setup some example inputs
sequence_0 = "The company HuggingFace is based in New York City"
sequence_1 = "HuggingFace's headquarters are situated in Manhattan"
max_length = 128
batch_size = 6
paraphrase = tokenizer.encode_plus(sequence_0, sequence_1, max_length=max_length, padding='max_length', truncation=True, return_tensors="pt")
example_inputs_paraphrase = (
torch.cat([paraphrase['input_ids']] * batch_size, 0),
torch.cat([paraphrase['attention_mask']] * batch_size, 0),
torch.cat([paraphrase['token_type_ids']] * batch_size, 0)
)
# Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron
model_neuron_batch = torch_neuronx.trace(model, example_inputs_paraphrase)
# Save the batched model
model_neuron_batch.save('bert_neuron_b{}.pt'.format(batch_size))
</pre></body></html>
|
2023-09-29T20:54:40.895Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.rst.txt
|
```
.. _pytorch-tutorials-torchserve-neuronx:
BERT TorchServe Tutorial
========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `TorchServe <https://pytorch.org/serve>`_ with Neuron, the SDK for EC2 Inf2 and Trn1 instances. By the end of this tutorial, you will understand how TorchServe can be used to serve a model backed by EC2 Inf2/Trn1 instances. We will use a pretrained BERT-Base model to determine if one sentence is a paraphrase of another.
.. _torchserve-compile:
Run the tutorial
----------------
Open a terminal, log into your remote instance, and activate a Pytorch virtual environment setup (see the:ref:`Install PyTorch Neuron <setup-torch-neuronx>`). To complete this tutorial, you will also need a compiled BERT model. You can run :download:`trace_bert_neuronx.py </src/examples/pytorch/torchserve/trace_bert_neuronx.py>` to obtain a traced BERT model.
You should now have a compiled ``bert_neuron_b6.pt`` file, which is required going forward.
Open a shell on the instance you prepared earlier, create a new directory named ``torchserve``. Copy your compiled model from the previous tutorial into this new directory.
.. code:: bash
cd torchserve
ls
::
bert_neuron_b6.pt
Prepare a new Python virtual environment with the necessary Neuron and TorchServe components. Use a virtual environment to keep (most of) the various tutorial components isolated from the rest of the system in a controlled way.
.. code:: bash
pip install transformers==4.26.0 torchserve==0.7.0 torch-model-archiver==0.7.0 captum==0.6.0
Install the system requirements for TorchServe.
.. tab-set::
.. tab-item:: Amazon Linux 2 DLAMI Base
.. code-block:: bash
sudo yum -y install jq java-11-amazon-corretto-headless
sudo alternatives --config java
sudo alternatives --config javac
.. tab-item:: Ubuntu 20 DLAMI Base
.. code-block:: bash
sudo apt -y install openjdk-11-jdk
.. code:: bash
java -version
::
openjdk version "11.0.17" 2022-10-18
OpenJDK Runtime Environment (build 11.0.17+8-post-Ubuntu-1ubuntu218.04)
OpenJDK 64-Bit Server VM (build 11.0.17+8-post-Ubuntu-1ubuntu218.04, mixed mode, sharing)
.. code:: bash
javac -version
::
javac 11.0.17
Verify that TorchServe is now available.
.. code:: bash
torchserve --version
::
TorchServe Version is 0.7.0
.. _torchserve-setup:
Setup TorchServe
----------------
During this tutorial you will need to download a few files onto your instance. The simplest way to accomplish this is to paste the download links provided above each file into a ``wget`` command. (We don't provide the links directly because they are subject to change.) For example, right-click and copy the download link for ``config.json`` shown below.
.. literalinclude:: /src/examples/pytorch/torchserve/config.json
:language: JSON
:caption: :download:`config.json </src/examples/pytorch/torchserve/config.json>`
Now execute the following in your shell:
.. code:: bash
wget <paste link here>
ls
::
bert_neuron_b6.pt config.json
Download the `custom handler script <https://pytorch.org/serve/custom_service.html>`_ that will eventually respond to inference requests.
.. literalinclude:: /src/examples/pytorch/torchserve/handler_bert_neuronx.py
:language: python
:caption: :download:`handler_bert_neuronx.py </src/examples/pytorch/torchserve/handler_bert_neuronx.py>`
:linenos:
Next, we need to associate the handler script with the compiled model using ``torch-model-archiver``. Run the following commands in your terminal:
.. code:: bash
mkdir model_store
MAX_LENGTH=$(jq '.max_length' config.json)
BATCH_SIZE=$(jq '.batch_size' config.json)
MODEL_NAME=bert-max_length$MAX_LENGTH-batch_size$BATCH_SIZE
torch-model-archiver --model-name "$MODEL_NAME" --version 1.0 --serialized-file ./bert_neuron_b6.pt --handler "./handler_bert_neuronx.py" --extra-files "./config.json" --export-path model_store
.. note::
If you modify your model or a dependency, you will need to rerun the archiver command with the ``-f`` flag appended to update the archive.
The result of the above will be a ``mar`` file inside the ``model_store`` directory.
.. code:: bash
$ ls model_store
::
bert-max_length128-batch_size6.mar
This file is essentially an archive associated with a fixed version of your model along with its dependencies (e.g. the handler code).
.. note::
The version specified in the ``torch-model-archiver`` command can be appended to REST API requests to access a specific version of your model. For example, if your model was hosted locally on port 8080 and named "bert", the latest version of your model would be available at ``http://localhost:8080/predictions/bert``, while version 1.0 would be accessible at ``http://localhost:8080/predictions/bert/1.0``. We will see how to perform inference using this API in Step 6.
Create a `custom config <https://pytorch.org/serve/configuration.html>`_ file to set some parameters. This file will be used to configure the server at launch when we run ``torchserve --start``.
.. literalinclude:: /src/examples/pytorch/torchserve/torchserve.config
:language: properties
:caption: :download:`torchserve.config </src/examples/pytorch/torchserve/torchserve.config>`
.. note::
This will cause TorchServe to bind on all interfaces. For security in real-world applications, you’ll probably want to use port 8443 and `enable SSL <https://pytorch.org/serve/configuration.html#enable-ssl>`_.
.. _torchserve-run:
Run TorchServe
--------------
It's time to start the server. Typically we'd want to launch this in a separate console, but for this demo we’ll just redirect output to a file.
.. code:: bash
torchserve --start --ncs --model-store model_store --ts-config torchserve.config 2>&1 >torchserve.log
Verify that the server seems to have started okay.
.. code:: bash
curl http://127.0.0.1:8080/ping
::
{
"status": "Healthy"
}
.. note::
If you get an error when trying to ping the server, you may have tried before the server was fully launched. Check ``torchserve.log`` for details.
Use the Management API to instruct TorchServe to load our model.
First, determine the number of NeuronCores available based on your instance size.
.. tab-set::
.. tab-item:: Inf2
.. list-table::
:header-rows: 1
* - Instance Size
- # of NeuronCores
* - xlarge
- 2
* - 8xlarge
- 2
* - 24xlarge
- 12
* - 48xlarge
- 24
.. tab-item:: Trn1
.. list-table::
:header-rows: 1
* - Instance Size
- # of NeuronCores
* - 2xlarge
- 2
* - 32xlarge
- 32
.. code:: bash
MAX_BATCH_DELAY=5000 # ms timeout before a partial batch is processed
INITIAL_WORKERS=<number of NeuronCores from table above>
curl -X POST "http://localhost:8081/models?url=$MODEL_NAME.mar&batch_size=$BATCH_SIZE&initial_workers=$INITIAL_WORKERS&max_batch_delay=$MAX_BATCH_DELAY"
::
{
"status": "Model \"bert-max_length128-batch_size6\" Version: 1.0 registered with X initial workers"
}
.. warning::
You shouldn't set ``INITIAL_WORKERS`` above the number of NeuronCores. If you attempt to load more models than NeuronCores available, one of two things will occur. Either the extra models will fit in device memory but performance will suffer, or you will encounter an error on your initial inference. However, you may want to use fewer cores if you are using the :ref:`neuroncore-pipeline` feature.
.. note::
Any additional attempts to configure the model after the initial curl request will cause the server to return a 409 error. You’ll need to stop/start/configure the server to realize any changes.
The ``MAX_BATCH_DELAY`` is a timeout value that determines how long to wait before processing a partial batch. This is why the handler code needs to check the batch dimension and potentially add padding. TorchServe will instantiate the number of model handlers indicated by ``INITIAL_WORKERS``, so this value controls how many models we will load onto Inferentia in parallel. If you want to control worker scaling more dynamically, `see the docs <https://pytorch.org/serve/management_api.html#scale-workers>`_.
It looks like everything is running successfully at this point, so it's time for an inference.
Create the ``infer_bert.py`` file below on your instance.
.. literalinclude:: /src/examples/pytorch/torchserve/infer_bert.py
:language: python
:caption: :download:`infer_bert.py </src/examples/pytorch/torchserve/infer_bert.py>`
:linenos:
This script will send a ``batch_size`` number of requests to our model. In this example, we are using a model that estimates the probability that one sentence is a paraphrase of another. The script sends positive examples in the first half of the batch and negative examples in the second half.
Execute the script in your terminal.
.. code:: bash
$ python infer_bert.py
::
1 ['paraphrase']
3 ['not paraphrase']
4 ['not paraphrase']
0 ['paraphrase']
5 ['not paraphrase']
2 ['paraphrase']
We can see that the first three threads (0, 1, 2) all report ``paraphrase``, as expected. If we instead modify the script to send an incomplete batch and then wait for the timeout to expire, the excess padding results will be discarded.
.. _torchserve-benchmark:
Benchmark TorchServe
--------------------
We've seen how to perform a single batched inference, but how many inferences can we process per second? A separate upcoming tutorial will document performance tuning to maximize throughput. In the meantime, we can still perform a simple naïve stress test. The code below will spawn 64 worker threads, with each thread repeatedly sending a full batch of data to process. A separate thread will periodically print throughput and latency measurements.
.. literalinclude:: /src/examples/pytorch/torchserve/benchmark_bert.py
:language: python
:caption: :download:`benchmark_bert.py </src/examples/pytorch/torchserve/benchmark_bert.py>`
:linenos:
Run the benchmarking script.
.. code:: bash
python benchmark_bert.py
::
pid 1214554: current throughput 0.0, latency p50=0.000 p90=0.000
pid 1214554: current throughput 713.9, latency p50=0.071 p90=0.184
pid 1214554: current throughput 737.9, latency p50=0.071 p90=0.184
pid 1214554: current throughput 731.6, latency p50=0.068 p90=0.192
pid 1214554: current throughput 732.2, latency p50=0.070 p90=0.194
pid 1214554: current throughput 733.9, latency p50=0.070 p90=0.187
pid 1214554: current throughput 739.3, latency p50=0.071 p90=0.184
...
.. note::
Your throughput numbers may differ from these based on instance type and size.
**Congratulations!** By now you should have successfully served a batched model over TorchServe.
You can now shutdown torchserve.
.. code:: bash
torchserve --stop
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-tutorials-torchserve-neuronx:
BERT TorchServe Tutorial
========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `TorchServe <https://pytorch.org/serve>`_ with Neuron, the SDK for EC2 Inf2 and Trn1 instances. By the end of this tutorial, you will understand how TorchServe can be used to serve a model backed by EC2 Inf2/Trn1 instances. We will use a pretrained BERT-Base model to determine if one sentence is a paraphrase of another.
.. _torchserve-compile:
Run the tutorial
----------------
Open a terminal, log into your remote instance, and activate a Pytorch virtual environment setup (see the:ref:`Install PyTorch Neuron <setup-torch-neuronx>`). To complete this tutorial, you will also need a compiled BERT model. You can run :download:`trace_bert_neuronx.py </src/examples/pytorch/torchserve/trace_bert_neuronx.py>` to obtain a traced BERT model.
You should now have a compiled ``bert_neuron_b6.pt`` file, which is required going forward.
Open a shell on the instance you prepared earlier, create a new directory named ``torchserve``. Copy your compiled model from the previous tutorial into this new directory.
.. code:: bash
cd torchserve
ls
::
bert_neuron_b6.pt
Prepare a new Python virtual environment with the necessary Neuron and TorchServe components. Use a virtual environment to keep (most of) the various tutorial components isolated from the rest of the system in a controlled way.
.. code:: bash
pip install transformers==4.26.0 torchserve==0.7.0 torch-model-archiver==0.7.0 captum==0.6.0
Install the system requirements for TorchServe.
.. tab-set::
.. tab-item:: Amazon Linux 2 DLAMI Base
.. code-block:: bash
sudo yum -y install jq java-11-amazon-corretto-headless
sudo alternatives --config java
sudo alternatives --config javac
.. tab-item:: Ubuntu 20 DLAMI Base
.. code-block:: bash
sudo apt -y install openjdk-11-jdk
.. code:: bash
java -version
::
openjdk version "11.0.17" 2022-10-18
OpenJDK Runtime Environment (build 11.0.17+8-post-Ubuntu-1ubuntu218.04)
OpenJDK 64-Bit Server VM (build 11.0.17+8-post-Ubuntu-1ubuntu218.04, mixed mode, sharing)
.. code:: bash
javac -version
::
javac 11.0.17
Verify that TorchServe is now available.
.. code:: bash
torchserve --version
::
TorchServe Version is 0.7.0
.. _torchserve-setup:
Setup TorchServe
----------------
During this tutorial you will need to download a few files onto your instance. The simplest way to accomplish this is to paste the download links provided above each file into a ``wget`` command. (We don't provide the links directly because they are subject to change.) For example, right-click and copy the download link for ``config.json`` shown below.
.. literalinclude:: /src/examples/pytorch/torchserve/config.json
:language: JSON
:caption: :download:`config.json </src/examples/pytorch/torchserve/config.json>`
Now execute the following in your shell:
.. code:: bash
wget <paste link here>
ls
::
bert_neuron_b6.pt config.json
Download the `custom handler script <https://pytorch.org/serve/custom_service.html>`_ that will eventually respond to inference requests.
.. literalinclude:: /src/examples/pytorch/torchserve/handler_bert_neuronx.py
:language: python
:caption: :download:`handler_bert_neuronx.py </src/examples/pytorch/torchserve/handler_bert_neuronx.py>`
:linenos:
Next, we need to associate the handler script with the compiled model using ``torch-model-archiver``. Run the following commands in your terminal:
.. code:: bash
mkdir model_store
MAX_LENGTH=$(jq '.max_length' config.json)
BATCH_SIZE=$(jq '.batch_size' config.json)
MODEL_NAME=bert-max_length$MAX_LENGTH-batch_size$BATCH_SIZE
torch-model-archiver --model-name "$MODEL_NAME" --version 1.0 --serialized-file ./bert_neuron_b6.pt --handler "./handler_bert_neuronx.py" --extra-files "./config.json" --export-path model_store
.. note::
If you modify your model or a dependency, you will need to rerun the archiver command with the ``-f`` flag appended to update the archive.
The result of the above will be a ``mar`` file inside the ``model_store`` directory.
.. code:: bash
$ ls model_store
::
bert-max_length128-batch_size6.mar
This file is essentially an archive associated with a fixed version of your model along with its dependencies (e.g. the handler code).
.. note::
The version specified in the ``torch-model-archiver`` command can be appended to REST API requests to access a specific version of your model. For example, if your model was hosted locally on port 8080 and named "bert", the latest version of your model would be available at ``http://localhost:8080/predictions/bert``, while version 1.0 would be accessible at ``http://localhost:8080/predictions/bert/1.0``. We will see how to perform inference using this API in Step 6.
Create a `custom config <https://pytorch.org/serve/configuration.html>`_ file to set some parameters. This file will be used to configure the server at launch when we run ``torchserve --start``.
.. literalinclude:: /src/examples/pytorch/torchserve/torchserve.config
:language: properties
:caption: :download:`torchserve.config </src/examples/pytorch/torchserve/torchserve.config>`
.. note::
This will cause TorchServe to bind on all interfaces. For security in real-world applications, you’ll probably want to use port 8443 and `enable SSL <https://pytorch.org/serve/configuration.html#enable-ssl>`_.
.. _torchserve-run:
Run TorchServe
--------------
It's time to start the server. Typically we'd want to launch this in a separate console, but for this demo we’ll just redirect output to a file.
.. code:: bash
torchserve --start --ncs --model-store model_store --ts-config torchserve.config 2>&1 >torchserve.log
Verify that the server seems to have started okay.
.. code:: bash
curl http://127.0.0.1:8080/ping
::
{
"status": "Healthy"
}
.. note::
If you get an error when trying to ping the server, you may have tried before the server was fully launched. Check ``torchserve.log`` for details.
Use the Management API to instruct TorchServe to load our model.
First, determine the number of NeuronCores available based on your instance size.
.. tab-set::
.. tab-item:: Inf2
.. list-table::
:header-rows: 1
* - Instance Size
- # of NeuronCores
* - xlarge
- 2
* - 8xlarge
- 2
* - 24xlarge
- 12
* - 48xlarge
- 24
.. tab-item:: Trn1
.. list-table::
:header-rows: 1
* - Instance Size
- # of NeuronCores
* - 2xlarge
- 2
* - 32xlarge
- 32
.. code:: bash
MAX_BATCH_DELAY=5000 # ms timeout before a partial batch is processed
INITIAL_WORKERS=<number of NeuronCores from table above>
curl -X POST "http://localhost:8081/models?url=$MODEL_NAME.mar&batch_size=$BATCH_SIZE&initial_workers=$INITIAL_WORKERS&max_batch_delay=$MAX_BATCH_DELAY"
::
{
"status": "Model \"bert-max_length128-batch_size6\" Version: 1.0 registered with X initial workers"
}
.. warning::
You shouldn't set ``INITIAL_WORKERS`` above the number of NeuronCores. If you attempt to load more models than NeuronCores available, one of two things will occur. Either the extra models will fit in device memory but performance will suffer, or you will encounter an error on your initial inference. However, you may want to use fewer cores if you are using the :ref:`neuroncore-pipeline` feature.
.. note::
Any additional attempts to configure the model after the initial curl request will cause the server to return a 409 error. You’ll need to stop/start/configure the server to realize any changes.
The ``MAX_BATCH_DELAY`` is a timeout value that determines how long to wait before processing a partial batch. This is why the handler code needs to check the batch dimension and potentially add padding. TorchServe will instantiate the number of model handlers indicated by ``INITIAL_WORKERS``, so this value controls how many models we will load onto Inferentia in parallel. If you want to control worker scaling more dynamically, `see the docs <https://pytorch.org/serve/management_api.html#scale-workers>`_.
It looks like everything is running successfully at this point, so it's time for an inference.
Create the ``infer_bert.py`` file below on your instance.
.. literalinclude:: /src/examples/pytorch/torchserve/infer_bert.py
:language: python
:caption: :download:`infer_bert.py </src/examples/pytorch/torchserve/infer_bert.py>`
:linenos:
This script will send a ``batch_size`` number of requests to our model. In this example, we are using a model that estimates the probability that one sentence is a paraphrase of another. The script sends positive examples in the first half of the batch and negative examples in the second half.
Execute the script in your terminal.
.. code:: bash
$ python infer_bert.py
::
1 ['paraphrase']
3 ['not paraphrase']
4 ['not paraphrase']
0 ['paraphrase']
5 ['not paraphrase']
2 ['paraphrase']
We can see that the first three threads (0, 1, 2) all report ``paraphrase``, as expected. If we instead modify the script to send an incomplete batch and then wait for the timeout to expire, the excess padding results will be discarded.
.. _torchserve-benchmark:
Benchmark TorchServe
--------------------
We've seen how to perform a single batched inference, but how many inferences can we process per second? A separate upcoming tutorial will document performance tuning to maximize throughput. In the meantime, we can still perform a simple naïve stress test. The code below will spawn 64 worker threads, with each thread repeatedly sending a full batch of data to process. A separate thread will periodically print throughput and latency measurements.
.. literalinclude:: /src/examples/pytorch/torchserve/benchmark_bert.py
:language: python
:caption: :download:`benchmark_bert.py </src/examples/pytorch/torchserve/benchmark_bert.py>`
:linenos:
Run the benchmarking script.
.. code:: bash
python benchmark_bert.py
::
pid 1214554: current throughput 0.0, latency p50=0.000 p90=0.000
pid 1214554: current throughput 713.9, latency p50=0.071 p90=0.184
pid 1214554: current throughput 737.9, latency p50=0.071 p90=0.184
pid 1214554: current throughput 731.6, latency p50=0.068 p90=0.192
pid 1214554: current throughput 732.2, latency p50=0.070 p90=0.194
pid 1214554: current throughput 733.9, latency p50=0.070 p90=0.187
pid 1214554: current throughput 739.3, latency p50=0.071 p90=0.184
...
.. note::
Your throughput numbers may differ from these based on instance type and size.
**Congratulations!** By now you should have successfully served a batched model over TorchServe.
You can now shutdown torchserve.
.. code:: bash
torchserve --stop
</pre></body></html>
|
2023-09-29T20:54:40.905Z
|
|
NeuronPerf Model Index Guide — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_model_index_guide.html
|
# NeuronPerf Model Index Guide — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## NeuronPerf Model Index Guide[#](#neuronperf-model-index-guide "Permalink to this headline")
A **model index** is a JSON file that tracks information about one or more compiled models. You can generate them using `compile`, by using the API described here, or you may create them manually in a text editor.
After a call to `compile` you may notice that you now have a `models` directory. You will also spot a new file named something like `model_83b3raj2.json` in your local directory, if you didn’t provide a `filename` yourself.
A model index is not intended to be opaque; you should feel free to open, inspect, and modify it yourself. It contains some information about the artifacts that were compiled. Individual models referenced by the index can be handed to `benchmark` directly along with an example input, or you may pass the entire index as in the basic example above. Here is an example index:
```
python3 -m json.tool model_index.json
```
```
{
"version": "0.0.0.0+0bc220a",
"model_configs": [
{
"filename": "models/model_b1_p1_38793jda.pt",
"input_idx": 0,
"batch_size": 1,
"pipeline_size": 1,
"compile_s": 5.32
}
]
}
```
An index is useful for keeping track of your compiled artifacts and their parameters. The advantages of using `neuronperf.[torch/tensorflow/mxnet].compile` are clearer when we wish to compile multiple variants of our model and benchmark all of them at the same time. All of the model artifacts and the index can be destroyed using `model_index.delete('model_index.json')`.
## Benchmarking[#](#benchmarking "Permalink to this headline")
When benchmarking with an index, there are some important details to keep in mind. If you originally built the index using a set of inputs, the model index has associated the `inputs` with the compiled models by their positional index.
For example:
```
batch_sizes = [1, 2]
inputs = [torch.zeros((b, 100)) for b in batch_sizes]
```
Here, `inputs[0]` corresponds to batch size 1. Therefore, the model index will contain a reference to input 0 for that model. When you call `benchmark`, you must pass inputs with the same shape in the same positions as at compile time.
Note
It’s only necessary that there is an input with the correct shape at\`\`inputs\[input\_index\]\`\`. The example data itself is not important.
### Working with Indexes[#](#working-with-indexes "Permalink to this headline")
The API detail below describes utilities for working with indexes. An `index` can be either a loaded index (JSON) or the path to an index (it will be loaded automatically).
## Creating[#](#creating "Permalink to this headline")
```
index = neuronperf.model_index.create('/path/to/model', batch_size=1)
filename = neuronperf.model_index.save(index)
```
Once you have an index, you can pass its path directly to `benchmark`. You can also pass a custom filename instead:
```
index = neuronperf.model_index.create('/path/to/model', batch_size=1)
neuronperf.model_index.save(index, 'my_index.json')
```
## Appending[#](#appending "Permalink to this headline")
If **multiple models use the same inputs**, you can append them together. For example, if you have the same batch size with multiple pipeline sizes, the inputs are the same, but the model changes.
```
pipeline_sizes = [1, 2, 3, 4]
indexes = [neuronperf.model_index.create(f'/path/to/model_p{p}', pipeline_size=p, batch_size=5) for p in pipeline_sizes]
index = neuronperf.model_index.append(*indexes)
neuronperf.model_index.save(index, 'my_index.json')
```
## Filtering[#](#filtering "Permalink to this headline")
You can construct a new model index that is filtered by some parameter. For example, to get a new index with only batch sizes \[1, 2\], you could do:
```
new_index = neuronperf.model_index.filter(index, batch_sizes=[1, 2])
```
You can also benchmark subset of a model index by passing only the subset parameters of interest, but remember to ensure you provide the correct number of inputs for the index (even if some are not used).
For example, if you an index with models at `batch_sizes = [1, 2, 3]`, but only wish to benchmark batch size 2:
```
batch_sizes = [1, 2, 3]
inputs = [torch.zeros((b, 100)) for b in batch_sizes]
reports = neuronperf.torch.benchmark('model_index.json', inputs, batch_sizes=2)
```
## Copying[#](#copying "Permalink to this headline")
You can copy an index to a new location with `neuronperf.model_index.copy(index, new_index_name, new_index_dir)`. This is mostly useful in combination with `filter`/`append`.
## Deleting[#](#deleting "Permalink to this headline")
If you wish to keep your compiled models, just delete the model index file yourself. If you want to delete your model index and all associated artifacts, use:
```
neuronperf.model_index.delete('my_index.json')
```
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronPerf Model Index Guide — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<link rel="next" title="NeuronPerf API" href="neuronperf_api.html">
<link rel="prev" title="NeuronPerf Compile Guide" href="neuronperf_compile_guide.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/neuronperf_model_index_guide", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 current active has-children">
<a class="reference internal" href="../index.html">
Neuron Tools
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l2 has-children">
<a class="reference internal" href="../neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 current active has-children">
<a class="reference internal" href="index.html">
NeuronPerf (Beta)
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3 current active">
<a class="current reference internal" href="#">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/neuronperf_model_index_guide.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/neuronperf_model_index_guide.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/tools/neuronperf/neuronperf_model_index_guide.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#benchmarking">
Benchmarking
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#working-with-indexes">
Working with Indexes
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#creating">
Creating
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#appending">
Appending
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#filtering">
Filtering
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#copying">
Copying
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#deleting">
Deleting
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>NeuronPerf Model Index Guide</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#benchmarking">
Benchmarking
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#working-with-indexes">
Working with Indexes
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#creating">
Creating
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#appending">
Appending
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#filtering">
Filtering
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#copying">
Copying
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#deleting">
Deleting
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuronperf-model-index-guide">
<span id="id1"></span><h1>NeuronPerf Model Index Guide<a class="headerlink" href="#neuronperf-model-index-guide" title="Permalink to this headline">#</a></h1>
<p>A <strong>model index</strong> is a JSON file that tracks information about one or more compiled models. You can generate them using <code class="docutils literal notranslate"><span class="pre">compile</span></code>, by using the API described here, or you may create them manually in a text editor.</p>
<p>After a call to <code class="docutils literal notranslate"><span class="pre">compile</span></code> you may notice that you now have a <code class="docutils literal notranslate"><span class="pre">models</span></code> directory. You will also spot a new file named something like <code class="docutils literal notranslate"><span class="pre">model_83b3raj2.json</span></code> in your local directory, if you didn’t provide a <code class="docutils literal notranslate"><span class="pre">filename</span></code> yourself.</p>
<p>A model index is not intended to be opaque; you should feel free to open, inspect, and modify it yourself. It contains some information about the artifacts that were compiled. Individual models referenced by the index can be handed to <code class="docutils literal notranslate"><span class="pre">benchmark</span></code> directly along with an example input, or you may pass the entire index as in the basic example above. Here is an example index:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python3<span class="w"> </span>-m<span class="w"> </span>json.tool<span class="w"> </span>model_index.json
</pre></div>
</div>
<div class="highlight-json notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
<span class="w"> </span><span class="nt">"version"</span><span class="p">:</span><span class="w"> </span><span class="s2">"0.0.0.0+0bc220a"</span><span class="p">,</span>
<span class="w"> </span><span class="nt">"model_configs"</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
<span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="nt">"filename"</span><span class="p">:</span><span class="w"> </span><span class="s2">"models/model_b1_p1_38793jda.pt"</span><span class="p">,</span>
<span class="w"> </span><span class="nt">"input_idx"</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
<span class="w"> </span><span class="nt">"batch_size"</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<span class="w"> </span><span class="nt">"pipeline_size"</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<span class="w"> </span><span class="nt">"compile_s"</span><span class="p">:</span><span class="w"> </span><span class="mf">5.32</span>
<span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="p">]</span>
<span class="p">}</span>
</pre></div>
</div>
<p>An index is useful for keeping track of your compiled artifacts and their parameters. The advantages of using <code class="docutils literal notranslate"><span class="pre">neuronperf.[torch/tensorflow/mxnet].compile</span></code> are clearer when we wish to compile multiple variants of our model and benchmark all of them at the same time. All of the model artifacts and the index can be destroyed using <code class="docutils literal notranslate"><span class="pre">model_index.delete('model_index.json')</span></code>.</p>
<div class="section" id="benchmarking">
<h2>Benchmarking<a class="headerlink" href="#benchmarking" title="Permalink to this headline">#</a></h2>
<p>When benchmarking with an index, there are some important details to keep in mind. If you originally built the index using a set of inputs, the model index has associated the <code class="docutils literal notranslate"><span class="pre">inputs</span></code> with the compiled models by their positional index.</p>
<p>For example:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">batch_sizes</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>
<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">b</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">batch_sizes</span><span class="p">]</span>
</pre></div>
</div>
<p>Here, <code class="docutils literal notranslate"><span class="pre">inputs[0]</span></code> corresponds to batch size 1. Therefore, the model index will contain a reference to input 0 for that model. When you call <code class="docutils literal notranslate"><span class="pre">benchmark</span></code>, you must pass inputs with the same shape in the same positions as at compile time.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>It’s only necessary that there is an input with the correct shape at``inputs[input_index]``. The example data itself is not important.</p>
</div>
<div class="section" id="working-with-indexes">
<h3>Working with Indexes<a class="headerlink" href="#working-with-indexes" title="Permalink to this headline">#</a></h3>
<p>The API detail below describes utilities for working with indexes. An <code class="docutils literal notranslate"><span class="pre">index</span></code> can be either a loaded index (JSON) or the path to an index (it will be loaded automatically).</p>
</div>
</div>
<div class="section" id="creating">
<h2>Creating<a class="headerlink" href="#creating" title="Permalink to this headline">#</a></h2>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'/path/to/model'</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">filename</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">index</span><span class="p">)</span>
</pre></div>
</div>
<p>Once you have an index, you can pass its path directly to <code class="docutils literal notranslate"><span class="pre">benchmark</span></code>. You can also pass a custom filename instead:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'/path/to/model'</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="s1">'my_index.json'</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="section" id="appending">
<h2>Appending<a class="headerlink" href="#appending" title="Permalink to this headline">#</a></h2>
<p>If <strong>multiple models use the same inputs</strong>, you can append them together. For example, if you have the same batch size with multiple pipeline sizes, the inputs are the same, but the model changes.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pipeline_sizes</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="n">indexes</span> <span class="o">=</span> <span class="p">[</span><span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="sa">f</span><span class="s1">'/path/to/model_p</span><span class="si">{</span><span class="n">p</span><span class="si">}</span><span class="s1">'</span><span class="p">,</span> <span class="n">pipeline_size</span><span class="o">=</span><span class="n">p</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">pipeline_sizes</span><span class="p">]</span>
<span class="n">index</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="o">*</span><span class="n">indexes</span><span class="p">)</span>
<span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="s1">'my_index.json'</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="section" id="filtering">
<h2>Filtering<a class="headerlink" href="#filtering" title="Permalink to this headline">#</a></h2>
<p>You can construct a new model index that is filtered by some parameter. For example, to get a new index with only batch sizes [1, 2], you could do:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">new_index</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="n">batch_sizes</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
</pre></div>
</div>
<p>You can also benchmark subset of a model index by passing only the subset parameters of interest, but remember to ensure you provide the correct number of inputs for the index (even if some are not used).</p>
<p>For example, if you an index with models at <code class="docutils literal notranslate"><span class="pre">batch_sizes</span> <span class="pre">=</span> <span class="pre">[1,</span> <span class="pre">2,</span> <span class="pre">3]</span></code>, but only wish to benchmark batch size 2:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">batch_sizes</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">inputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">b</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">batch_sizes</span><span class="p">]</span>
<span class="n">reports</span> <span class="o">=</span> <span class="n">neuronperf</span><span class="o">.</span><span class="n">torch</span><span class="o">.</span><span class="n">benchmark</span><span class="p">(</span><span class="s1">'model_index.json'</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">batch_sizes</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="section" id="copying">
<h2>Copying<a class="headerlink" href="#copying" title="Permalink to this headline">#</a></h2>
<p>You can copy an index to a new location with <code class="docutils literal notranslate"><span class="pre">neuronperf.model_index.copy(index,</span> <span class="pre">new_index_name,</span> <span class="pre">new_index_dir)</span></code>. This is mostly useful in combination with <code class="docutils literal notranslate"><span class="pre">filter</span></code>/<code class="docutils literal notranslate"><span class="pre">append</span></code>.</p>
</div>
<div class="section" id="deleting">
<h2>Deleting<a class="headerlink" href="#deleting" title="Permalink to this headline">#</a></h2>
<p>If you wish to keep your compiled models, just delete the model index file yourself. If you want to delete your model index and all associated artifacts, use:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">neuronperf</span><span class="o">.</span><span class="n">model_index</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="s1">'my_index.json'</span><span class="p">)</span>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
<a class="left-prev" id="prev-link" href="neuronperf_compile_guide.html" title="previous page">
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">NeuronPerf Compile Guide</p>
</div>
</a>
<a class="right-next" id="next-link" href="neuronperf_api.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">NeuronPerf API</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:41.075Z
|
Neuron K8 Release Notes — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/containers/neuron-k8.html
|
# Neuron K8 Release Notes — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Neuron K8 Release Notes[#](#neuron-k8-release-notes "Permalink to this headline")
Table of contents
- [Introduction](#introduction)
- [Neuron K8 release \[2.16.18.0\]](#neuron-k8-release-2-16-18-0)
- [Neuron K8 release \[2.1.0.0\]](#neuron-k8-release-2-1-0-0)
- [Neuron K8 release \[2.0.0.0\]](#neuron-k8-release-2-0-0-0)
- [Neuron K8 release \[1.9.3.0\]](#neuron-k8-release-1-9-3-0)
- [Neuron K8 release \[1.9.2.0\]](#neuron-k8-release-1-9-2-0)
- [Neuron K8 release \[1.9.0.0\]](#neuron-k8-release-1-9-0-0)
- [Neuron K8 release \[1.8.2.0\]](#neuron-k8-release-1-8-2-0)
- [Neuron K8 release \[1.7.7.0\]](#neuron-k8-release-1-7-7-0)
- [Neuron K8 release \[1.7.3.0\]](#neuron-k8-release-1-7-3-0)
- [\[1.6.22.0\]](#id11)
- [\[1.6.15.0\]](#id13)
- [\[1.6.7.0\]](#id16)
- [\[1.6.0.0\]](#id19)
- [\[1.5.3.0\]](#id22)
- [\[1.4.1.0\]](#id25)
- [\[1.3.2.0\]](#id28)
- [\[1.2.0.0\]](#id31)
- [\[1.1.23.0\]](#id34)
- [\[1.1.17.0\]](#id37)
- [\[1.0.11000.0\]](#id40)
## [Introduction](#id45)[#](#introduction "Permalink to this headline")
This document lists the current release notes for AWS Neuron Kubernetes (k8) components. Neuron K8 components include a device plugin and a scheduler extension to assist with deployment and management of inf/trn nodes within Kubernetes clusters. Both components are offered as pre-built containers in Public ECR and ready for deployment.
- **Device Plugin:** public.ecr.aws/neuron/neuron-device-plugin:2.x.y.z
- **Neuron Scheduler:** public.ecr.aws/neuron/neuron-scheduler:2.x.y.z
It’s recommended to pin the version of the components used and to never use the “latest” tag. To get the list of image tags (2.x.y.z), please refer to these notes or check the image tags on the repo directly.
To Pull the Images from ECR:
```
docker pull public.ecr.aws/neuron/neuron-device-plugin:2.x.y.z
docker pull public.ecr.aws/neuron/neuron-scheduler:2.x.y.z
```
## [Neuron K8 release \[2.16.18.0\]](#id46)[#](#neuron-k8-release-2-16-18-0 "Permalink to this headline")
Date: 09/01/2023
### Major New Features[#](#major-new-features "Permalink to this headline")
- Previously, the Neuron Device indexing was assigned randomly, which made programming difficult. Changed to using 0-based indexing for Neuron Devices and NeuronCores in EKS container environments; requires Neuron Driver version 2.12.14 or newer.
- Improved logging when Neuron Driver not installed/present.
### Bug Fixes[#](#bug-fixes "Permalink to this headline")
- Fixed Neuron Device Plugin crash when Neuron Driver is not installed/present on the host.
- Fixed issue where pods fail to deploy when multiple containers are requesting Neuron resources.
- Fixed issue where launching many pods each requesting Neuron cores fails to deploy.
## [Neuron K8 release \[2.1.0.0\]](#id47)[#](#neuron-k8-release-2-1-0-0 "Permalink to this headline")
Date: 10/27/2022
### Summary[#](#summary "Permalink to this headline")
- Added support for NeuronCore based scheduling to the Neuron Kubernetes Scheduler. Learn more about how to use NeuronCores for finer grain control over container scheduling by following the K8 tutorials documentation in the [containers section](../../containers/index.html#neuron-containers).
## [Neuron K8 release \[2.0.0.0\]](#id48)[#](#neuron-k8-release-2-0-0-0 "Permalink to this headline")
Date: 10/10/2022
### Summary[#](#id4 "Permalink to this headline")
- Added support for TRN1 and INF1 EC2 instance types.
## [Neuron K8 release \[1.9.3.0\]](#id49)[#](#neuron-k8-release-1-9-3-0 "Permalink to this headline")
Date: 08/02/2022
## [Neuron K8 release \[1.9.2.0\]](#id50)[#](#neuron-k8-release-1-9-2-0 "Permalink to this headline")
Date: 05/27/2022
## [Neuron K8 release \[1.9.0.0\]](#id51)[#](#neuron-k8-release-1-9-0-0 "Permalink to this headline")
Date: 04/29/2022
## [Neuron K8 release \[1.8.2.0\]](#id52)[#](#neuron-k8-release-1-8-2-0 "Permalink to this headline")
Date: 03/25/2022
## [Neuron K8 release \[1.7.7.0\]](#id53)[#](#neuron-k8-release-1-7-7-0 "Permalink to this headline")
Date: 01/20/2022
## [Neuron K8 release \[1.7.3.0\]](#id54)[#](#neuron-k8-release-1-7-3-0 "Permalink to this headline")
Date: 10/27/2021
## [\[1.6.22.0\]](#id55)[#](#id11 "Permalink to this headline")
Date: 08/30/2021
## [\[1.6.15.0\]](#id56)[#](#id13 "Permalink to this headline")
Date: 08/06/2021
## [\[1.6.7.0\]](#id57)[#](#id16 "Permalink to this headline")
Date: 07/26/2021
### Summary[#](#id18 "Permalink to this headline")
Minor internal enhancements.
## [\[1.6.0.0\]](#id58)[#](#id19 "Permalink to this headline")
Date: 07/02/2021
### Summary[#](#id21 "Permalink to this headline")
Minor internal enhancements.
## [\[1.5.3.0\]](#id59)[#](#id22 "Permalink to this headline")
Date: 05/01/2021
### Summary[#](#id24 "Permalink to this headline")
Minor internal enhancements.
## [\[1.4.1.0\]](#id60)[#](#id25 "Permalink to this headline")
Date: 01/30/2021
### Summary[#](#id27 "Permalink to this headline")
Minor internal enhancements.
## [\[1.3.2.0\]](#id61)[#](#id28 "Permalink to this headline")
Date: 12/23/2020
### Summary[#](#id30 "Permalink to this headline")
Minor internal enhancements.
## [\[1.2.0.0\]](#id62)[#](#id31 "Permalink to this headline")
Date: 11/17/2020
### Summary[#](#id33 "Permalink to this headline")
Minor internal enhancements.
## [\[1.1.23.0\]](#id63)[#](#id34 "Permalink to this headline")
Date: 10/22/2020
### Summary[#](#summary-1 "Permalink to this headline")
Support added for use with Neuron Runtime 1.1. More details in the Neuron Runtime release notes at neuron-runtime-release-notes.
## [\[1.1.17.0\]](#id64)[#](#id37 "Permalink to this headline")
Date: 09/22/2020
### Summary[#](#id39 "Permalink to this headline")
Minor internal enhancements.
## [\[1.0.11000.0\]](#id65)[#](#id40 "Permalink to this headline")
Date: 08/08/2020
### Summary[#](#id42 "Permalink to this headline")
First release of the Neuron K8 Scheduler extension.
### Major New Features[#](#id44 "Permalink to this headline")
- New scheduler extension is provided to ensure that kubelet is scheduling pods on inf1 with contiguous device ids. Additional details about the new scheduler are provided neuron-k8-scheduler-ext. including instructions on how to apply it.
- NOTE: The scheduler is only required when using inf1.6xlarge and/or inf1.24xlarge
- With this release the device plugin now requires RBAC permission changes to get/patch NODE/POD objects. Please apply the [k8s-neuron-device-plugin-rbac.yml](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/k8/k8s-neuron-device-plugin-rbac.yml) before using the new device plugin.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Neuron K8 Release Notes — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<link rel="next" title="Developer Flows" href="../../general/devflows/index.html">
<link rel="prev" title="Neuron Containers Release Notes" href="neuron-containers.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/containers/neuron-k8", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 current active has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 current active has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3 current active">
<a class="current reference internal" href="#">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 current active has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l2 current active has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 current active has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4 current active">
<a class="current reference internal" href="#">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/containers/neuron-k8.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/containers/neuron-k8.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/release-notes/containers/neuron-k8.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introduction">
Introduction
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-16-18-0">
Neuron K8 release [2.16.18.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#major-new-features">
Major New Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#bug-fixes">
Bug Fixes
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-1-0-0">
Neuron K8 release [2.1.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#summary">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-0-0-0">
Neuron K8 release [2.0.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id4">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-3-0">
Neuron K8 release [1.9.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-2-0">
Neuron K8 release [1.9.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id6">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-0-0">
Neuron K8 release [1.9.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id7">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-8-2-0">
Neuron K8 release [1.8.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-7-7-0">
Neuron K8 release [1.7.7.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id9">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-7-3-0">
Neuron K8 release [1.7.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id11">
[1.6.22.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id12">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
[1.6.15.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id16">
[1.6.7.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id19">
[1.6.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id21">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id22">
[1.5.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id25">
[1.4.1.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id27">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id28">
[1.3.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id30">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id31">
[1.2.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id33">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id34">
[1.1.23.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#summary-1">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id37">
[1.1.17.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id39">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id40">
[1.0.11000.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id42">
Summary
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id44">
Major New Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#resolved-issues">
Resolved Issues
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Neuron K8 Release Notes</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introduction">
Introduction
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-16-18-0">
Neuron K8 release [2.16.18.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#major-new-features">
Major New Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#bug-fixes">
Bug Fixes
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-1-0-0">
Neuron K8 release [2.1.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#summary">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-2-0-0-0">
Neuron K8 release [2.0.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id4">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-3-0">
Neuron K8 release [1.9.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id5">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-2-0">
Neuron K8 release [1.9.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id6">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-9-0-0">
Neuron K8 release [1.9.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id7">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-8-2-0">
Neuron K8 release [1.8.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id8">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-7-7-0">
Neuron K8 release [1.7.7.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id9">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#neuron-k8-release-1-7-3-0">
Neuron K8 release [1.7.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id10">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id11">
[1.6.22.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id12">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id13">
[1.6.15.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id15">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id16">
[1.6.7.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id18">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id19">
[1.6.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id21">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id22">
[1.5.3.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id24">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id25">
[1.4.1.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id27">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id28">
[1.3.2.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id30">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id31">
[1.2.0.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id33">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id34">
[1.1.23.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#summary-1">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id37">
[1.1.17.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id39">
Summary
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#id40">
[1.0.11000.0]
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id42">
Summary
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id44">
Major New Features
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#resolved-issues">
Resolved Issues
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuron-k8-release-notes">
<span id="neuron-k8-rn"></span><h1>Neuron K8 Release Notes<a class="headerlink" href="#neuron-k8-release-notes" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#introduction" id="id45">Introduction</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-2-16-18-0" id="id46">Neuron K8 release [2.16.18.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-2-1-0-0" id="id47">Neuron K8 release [2.1.0.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-2-0-0-0" id="id48">Neuron K8 release [2.0.0.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-9-3-0" id="id49">Neuron K8 release [1.9.3.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-9-2-0" id="id50">Neuron K8 release [1.9.2.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-9-0-0" id="id51">Neuron K8 release [1.9.0.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-8-2-0" id="id52">Neuron K8 release [1.8.2.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-7-7-0" id="id53">Neuron K8 release [1.7.7.0]</a></p></li>
<li><p><a class="reference internal" href="#neuron-k8-release-1-7-3-0" id="id54">Neuron K8 release [1.7.3.0]</a></p></li>
<li><p><a class="reference internal" href="#id11" id="id55">[1.6.22.0]</a></p></li>
<li><p><a class="reference internal" href="#id13" id="id56">[1.6.15.0]</a></p></li>
<li><p><a class="reference internal" href="#id16" id="id57">[1.6.7.0]</a></p></li>
<li><p><a class="reference internal" href="#id19" id="id58">[1.6.0.0]</a></p></li>
<li><p><a class="reference internal" href="#id22" id="id59">[1.5.3.0]</a></p></li>
<li><p><a class="reference internal" href="#id25" id="id60">[1.4.1.0]</a></p></li>
<li><p><a class="reference internal" href="#id28" id="id61">[1.3.2.0]</a></p></li>
<li><p><a class="reference internal" href="#id31" id="id62">[1.2.0.0]</a></p></li>
<li><p><a class="reference internal" href="#id34" id="id63">[1.1.23.0]</a></p></li>
<li><p><a class="reference internal" href="#id37" id="id64">[1.1.17.0]</a></p></li>
<li><p><a class="reference internal" href="#id40" id="id65">[1.0.11000.0]</a></p></li>
</ul>
</div>
<div class="section" id="introduction">
<h2><a class="toc-backref" href="#id45">Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2>
<p>This document lists the current release notes for AWS Neuron Kubernetes
(k8) components. Neuron K8 components include a device plugin and a
scheduler extension to assist with deployment and management of inf/trn
nodes within Kubernetes clusters. Both components are offered as
pre-built containers in Public ECR and ready for deployment.</p>
<ul class="simple">
<li><p><strong>Device Plugin:</strong>
public.ecr.aws/neuron/neuron-device-plugin:2.x.y.z</p></li>
<li><p><strong>Neuron Scheduler:</strong>
public.ecr.aws/neuron/neuron-scheduler:2.x.y.z</p></li>
</ul>
<p>It’s recommended to pin the version of the components used and to never
use the “latest” tag. To get the list of image tags (2.x.y.z), please refer to
these notes or check the image tags on the repo directly.</p>
<p>To Pull the Images from ECR:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">docker</span> <span class="n">pull</span> <span class="n">public</span><span class="o">.</span><span class="n">ecr</span><span class="o">.</span><span class="n">aws</span><span class="o">/</span><span class="n">neuron</span><span class="o">/</span><span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span><span class="p">:</span><span class="mf">2.</span><span class="n">x</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">z</span>
<span class="n">docker</span> <span class="n">pull</span> <span class="n">public</span><span class="o">.</span><span class="n">ecr</span><span class="o">.</span><span class="n">aws</span><span class="o">/</span><span class="n">neuron</span><span class="o">/</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="p">:</span><span class="mf">2.</span><span class="n">x</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">z</span>
</pre></div>
</div>
</div>
<div class="section" id="neuron-k8-release-2-16-18-0">
<span id="id1"></span><h2><a class="toc-backref" href="#id46">Neuron K8 release [2.16.18.0]</a><a class="headerlink" href="#neuron-k8-release-2-16-18-0" title="Permalink to this headline">#</a></h2>
<p>Date: 09/01/2023</p>
<div class="section" id="major-new-features">
<h3>Major New Features<a class="headerlink" href="#major-new-features" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Previously, the Neuron Device indexing was assigned randomly, which made programming difficult. Changed to using 0-based indexing for Neuron Devices and NeuronCores in EKS container environments; requires Neuron Driver version 2.12.14 or newer.</p></li>
<li><p>Improved logging when Neuron Driver not installed/present.</p></li>
</ul>
</div>
<div class="section" id="bug-fixes">
<h3>Bug Fixes<a class="headerlink" href="#bug-fixes" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Fixed Neuron Device Plugin crash when Neuron Driver is not installed/present on the host.</p></li>
<li><p>Fixed issue where pods fail to deploy when multiple containers are requesting Neuron resources.</p></li>
<li><p>Fixed issue where launching many pods each requesting Neuron cores fails to deploy.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-2-1-0-0">
<span id="id2"></span><h2><a class="toc-backref" href="#id47">Neuron K8 release [2.1.0.0]</a><a class="headerlink" href="#neuron-k8-release-2-1-0-0" title="Permalink to this headline">#</a></h2>
<p>Date: 10/27/2022</p>
<div class="section" id="summary">
<h3>Summary<a class="headerlink" href="#summary" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Added support for NeuronCore based scheduling to the Neuron Kubernetes Scheduler. Learn more about how to use NeuronCores for finer grain control over container scheduling by following the K8 tutorials documentation in the <a class="reference internal" href="../../containers/index.html#neuron-containers"><span class="std std-ref">containers section</span></a>.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-2-0-0-0">
<span id="id3"></span><h2><a class="toc-backref" href="#id48">Neuron K8 release [2.0.0.0]</a><a class="headerlink" href="#neuron-k8-release-2-0-0-0" title="Permalink to this headline">#</a></h2>
<p>Date: 10/10/2022</p>
<div class="section" id="id4">
<h3>Summary<a class="headerlink" href="#id4" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Added support for TRN1 and INF1 EC2 instance types.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-1-9-3-0">
<h2><a class="toc-backref" href="#id49">Neuron K8 release [1.9.3.0]</a><a class="headerlink" href="#neuron-k8-release-1-9-3-0" title="Permalink to this headline">#</a></h2>
<p>Date: 08/02/2022</p>
<div class="section" id="id5">
<h3>Summary<a class="headerlink" href="#id5" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Minor updates.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-1-9-2-0">
<h2><a class="toc-backref" href="#id50">Neuron K8 release [1.9.2.0]</a><a class="headerlink" href="#neuron-k8-release-1-9-2-0" title="Permalink to this headline">#</a></h2>
<p>Date: 05/27/2022</p>
<div class="section" id="id6">
<h3>Summary<a class="headerlink" href="#id6" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Minor updates.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-1-9-0-0">
<h2><a class="toc-backref" href="#id51">Neuron K8 release [1.9.0.0]</a><a class="headerlink" href="#neuron-k8-release-1-9-0-0" title="Permalink to this headline">#</a></h2>
<p>Date: 04/29/2022</p>
<div class="section" id="id7">
<h3>Summary<a class="headerlink" href="#id7" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Minor updates.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-1-8-2-0">
<h2><a class="toc-backref" href="#id52">Neuron K8 release [1.8.2.0]</a><a class="headerlink" href="#neuron-k8-release-1-8-2-0" title="Permalink to this headline">#</a></h2>
<p>Date: 03/25/2022</p>
<div class="section" id="id8">
<h3>Summary<a class="headerlink" href="#id8" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Minor updates.</p></li>
</ul>
</div>
</div>
<div class="section" id="neuron-k8-release-1-7-7-0">
<h2><a class="toc-backref" href="#id53">Neuron K8 release [1.7.7.0]</a><a class="headerlink" href="#neuron-k8-release-1-7-7-0" title="Permalink to this headline">#</a></h2>
<p>Date: 01/20/2022</p>
<div class="section" id="id9">
<h3>Summary<a class="headerlink" href="#id9" title="Permalink to this headline">#</a></h3>
<p>Minor updates</p>
</div>
</div>
<div class="section" id="neuron-k8-release-1-7-3-0">
<h2><a class="toc-backref" href="#id54">Neuron K8 release [1.7.3.0]</a><a class="headerlink" href="#neuron-k8-release-1-7-3-0" title="Permalink to this headline">#</a></h2>
<p>Date: 10/27/2021</p>
<div class="section" id="id10">
<h3>Summary<a class="headerlink" href="#id10" title="Permalink to this headline">#</a></h3>
<p>Minor updates</p>
</div>
</div>
<div class="section" id="id11">
<h2><a class="toc-backref" href="#id55">[1.6.22.0]</a><a class="headerlink" href="#id11" title="Permalink to this headline">#</a></h2>
<p>Date: 08/30/2021</p>
<div class="section" id="id12">
<h3>Summary<a class="headerlink" href="#id12" title="Permalink to this headline">#</a></h3>
<p>Minor updates.</p>
</div>
</div>
<div class="section" id="id13">
<span id="id14"></span><h2><a class="toc-backref" href="#id56">[1.6.15.0]</a><a class="headerlink" href="#id13" title="Permalink to this headline">#</a></h2>
<p>Date: 08/06/2021</p>
<div class="section" id="id15">
<h3>Summary<a class="headerlink" href="#id15" title="Permalink to this headline">#</a></h3>
<p>Minor updates.</p>
</div>
</div>
<div class="section" id="id16">
<span id="id17"></span><h2><a class="toc-backref" href="#id57">[1.6.7.0]</a><a class="headerlink" href="#id16" title="Permalink to this headline">#</a></h2>
<p>Date: 07/26/2021</p>
<div class="section" id="id18">
<h3>Summary<a class="headerlink" href="#id18" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id19">
<span id="id20"></span><h2><a class="toc-backref" href="#id58">[1.6.0.0]</a><a class="headerlink" href="#id19" title="Permalink to this headline">#</a></h2>
<p>Date: 07/02/2021</p>
<div class="section" id="id21">
<h3>Summary<a class="headerlink" href="#id21" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id22">
<span id="id23"></span><h2><a class="toc-backref" href="#id59">[1.5.3.0]</a><a class="headerlink" href="#id22" title="Permalink to this headline">#</a></h2>
<p>Date: 05/01/2021</p>
<div class="section" id="id24">
<h3>Summary<a class="headerlink" href="#id24" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id25">
<span id="id26"></span><h2><a class="toc-backref" href="#id60">[1.4.1.0]</a><a class="headerlink" href="#id25" title="Permalink to this headline">#</a></h2>
<p>Date: 01/30/2021</p>
<div class="section" id="id27">
<h3>Summary<a class="headerlink" href="#id27" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id28">
<span id="id29"></span><h2><a class="toc-backref" href="#id61">[1.3.2.0]</a><a class="headerlink" href="#id28" title="Permalink to this headline">#</a></h2>
<p>Date: 12/23/2020</p>
<div class="section" id="id30">
<h3>Summary<a class="headerlink" href="#id30" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id31">
<span id="id32"></span><h2><a class="toc-backref" href="#id62">[1.2.0.0]</a><a class="headerlink" href="#id31" title="Permalink to this headline">#</a></h2>
<p>Date: 11/17/2020</p>
<div class="section" id="id33">
<h3>Summary<a class="headerlink" href="#id33" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id34">
<span id="id35"></span><h2><a class="toc-backref" href="#id63">[1.1.23.0]</a><a class="headerlink" href="#id34" title="Permalink to this headline">#</a></h2>
<p>Date: 10/22/2020</p>
<div class="section" id="summary-1">
<span id="id36"></span><h3>Summary<a class="headerlink" href="#summary-1" title="Permalink to this headline">#</a></h3>
<p>Support added for use with Neuron Runtime 1.1. More details in the
Neuron Runtime release notes at <span class="xref std std-ref">neuron-runtime-release-notes</span>.</p>
</div>
</div>
<div class="section" id="id37">
<span id="id38"></span><h2><a class="toc-backref" href="#id64">[1.1.17.0]</a><a class="headerlink" href="#id37" title="Permalink to this headline">#</a></h2>
<p>Date: 09/22/2020</p>
<div class="section" id="id39">
<h3>Summary<a class="headerlink" href="#id39" title="Permalink to this headline">#</a></h3>
<p>Minor internal enhancements.</p>
</div>
</div>
<div class="section" id="id40">
<span id="id41"></span><h2><a class="toc-backref" href="#id65">[1.0.11000.0]</a><a class="headerlink" href="#id40" title="Permalink to this headline">#</a></h2>
<p>Date: 08/08/2020</p>
<div class="section" id="id42">
<span id="id43"></span><h3>Summary<a class="headerlink" href="#id42" title="Permalink to this headline">#</a></h3>
<p>First release of the Neuron K8 Scheduler extension.</p>
</div>
<div class="section" id="id44">
<h3>Major New Features<a class="headerlink" href="#id44" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>New scheduler extension is provided to ensure that kubelet is
scheduling pods on inf1 with contiguous device ids. Additional
details about the new scheduler are provided <span class="xref std std-ref">neuron-k8-scheduler-ext</span>.
including instructions on how to apply it.</p>
<ul>
<li><p>NOTE: The scheduler is only required when using inf1.6xlarge
and/or inf1.24xlarge</p></li>
</ul>
</li>
<li><p>With this release the device plugin now requires RBAC permission
changes to get/patch NODE/POD objects. Please apply the
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/k8/k8s-neuron-device-plugin-rbac.yml">k8s-neuron-device-plugin-rbac.yml</a>
before using the new device plugin.</p></li>
</ul>
</div>
<div class="section" id="resolved-issues">
<h3>Resolved Issues<a class="headerlink" href="#resolved-issues" title="Permalink to this headline">#</a></h3>
<ul class="simple">
<li><p>Scheduler is intended to address
<a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues/110">https://github.com/aws/aws-neuron-sdk/issues/110</a></p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
<a class="left-prev" id="prev-link" href="neuron-containers.html" title="previous page">
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">Neuron Containers Release Notes</p>
</div>
</a>
<a class="right-next" id="next-link" href="../../general/devflows/index.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Developer Flows</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:41.186Z
|
NeuronPerf API — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_api.html
|
# NeuronPerf API — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## NeuronPerf API[#](#neuronperf-api "Permalink to this headline")
Due to a bug in Sphinx, some of the type annotations may be incomplete. You can [`download the source code here`](../../_downloads/a5dd4e2f32461a41cdd42a16121f029e/neuronperf.tar.gz). In the future, the source will be hosted in a more browsable way.
compile(_compile\_fn_, _model_, _inputs_, _batch\_sizes: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _pipeline\_sizes: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _performance\_levels: Union\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _models\_dir: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= 'models'_, _filename: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= None_, _compiler\_args: [dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)") \= None_, _verbosity: [int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)") \= 1_, _\*args_, _\*\*kwargs_) → str:[#](#compile "Permalink to this definition")
Compiles the provided model with each provided example input, pipeline size, and performance level. Any additional compiler\_args passed will be forwarded to the compiler on every invocation.
Parameters
- **model** – The model to compile.
- **inputs** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")) – A list of example inputs.
- **batch\_sizes** – A list of batch sizes that correspond to the example inputs.
- **pipeline\_sizes** – A list of pipeline sizes to use. See [NeuronCore Pipeline](../../general/arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline).
- **performance\_levels** – A list of performance levels to try. Options are: 0 (max accuracy), 1, 2, 3 (max performance, default). See [Mixed precision and performance-accuracy tuning (neuron-cc)](../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision).
- **models\_dir** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – The directory where compilation artifacts will be stored.
- **model\_name** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – An optional model name tag to apply to compiled artifacts.
- **filename** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – The name of the model index to write out. If not provided, a name will be generated and returned.
- **compiler\_args** ([_dict_](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")) – Additional compiler arguments to be forwarded with every compilation.
- **verbosity** ([_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")) – 0 = error, 1 = info, 2 = debug
Returns
A model index filename. If a configuration fails to compile, it will not be included in the index and an error will be logged.
Return type
[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")
benchmark(_load\_fn: Callable\[\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), [int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\], Any\]_, _model\_filename: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_, _inputs: Any_, _batch\_sizes: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _duration: [float](https://docs.python.org/3/library/functions.html#float "(in Python v3.11)") \= BENCHMARK\_SECS_, _n\_models: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _pipeline\_sizes: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), List\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\]\] \= None_, _cast\_modes: Union\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), List\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")\]\] \= None_, _workers\_per\_model: Union\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), [None](https://docs.python.org/3/library/constants.html#None "(in Python v3.11)")\] \= None_, _env\_setup\_fn: Callable\[\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), Dict\], [None](https://docs.python.org/3/library/constants.html#None "(in Python v3.11)")\] \= None_, _setup\_fn: Callable\[\[[int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)"), Dict, Any\], [None](https://docs.python.org/3/library/constants.html#None "(in Python v3.11)")\] \= None_, _preprocess\_fn: Callable\[\[Any\], Any\] \= None_, _postprocess\_fn: Callable\[\[Any\], Any\] \= None_, _dataset\_loader\_fn: Callable\[\[Any, [int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")\], Any\] \= None_, _verbosity: [int](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)") \= 1_, _multiprocess: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)") \= True_, _multiinterpreter: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)") \= False_, _return\_timers: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)") \= False_, _device\_type: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= 'neuron'_) → List\[Dict\]:[#](#benchmark "Permalink to this definition")
Benchmarks the model index or individiual model using the provided inputs. If a model index is provided, additional fields such as `pipeline_sizes` and `performance_levels` can be used to filter the models to benchmark. The default behavior is to benchmark all configurations in the model index.
Parameters
- **load\_fn** – A function that accepts a model filename and device id, and returns a loaded model. This is automatically passed through the subpackage calls (e.g. `neuronperf.torch.benchmark`).
- **model\_filename** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – A path to a model index from compile or path to an individual model. For CPU benchmarking, a class should be passed that can be instantiated with a default constructor (e.g. `MyModelClass`).
- **inputs** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")) – A list of example inputs. If the list contains tuples, they will be destructured on inference to support multiple arguments.
- **batch\_sizes** – A list of ints indicating batch sizes that correspond to the inputs. Assumes 1 if not provided.
- **duration** ([_float_](https://docs.python.org/3/library/functions.html#float "(in Python v3.11)")) – The number of seconds to benchmark each model.
- **n\_models** – The number of models to run in parallel. Default behavior runs 1 model and the max number of models possible, determined by a best effort from `device_type`, instance size, or other environment state.
- **pipeline\_sizes** – A list of pipeline sizes to use. See [NeuronCore Pipeline](../../general/arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline).
- **performance\_levels** – A list of performance levels to try. Options are: 0 (max accuracy), 1, 2, 3 (max performance, default). See [Mixed precision and performance-accuracy tuning (neuron-cc)](../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision).
- **workers\_per\_model** – The number of workers to use per model loaded. If `None`, this is automatically selected.
- **env\_setup\_fn** – A custom environment setup function to run in each subprocess before model loading. It will receive the benchmarker id and config.
- **setup\_fn** – A function that receives the benchmarker id, config, and model to perform last minute configuration before inference.
- **preprocess\_fn** – A custom preprocessing function to perform on each input before inference.
- **postprocess\_fn** – A custom postprocessing function to perform on each input after inference.
- **multiprocess** ([_bool_](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)")) – When True, model loading is dispatched to forked subprocesses. Should be left alone unless debugging.
- **multiinterpreter** ([_bool_](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)")) – When True, benchmarking is performed in a new python interpreter per model. All parameters must be serializable. Overrides multiprocess.
- **return\_timers** ([_bool_](https://docs.python.org/3/library/functions.html#bool "(in Python v3.11)")) – When True, the return of this function is a list of tuples `(config, results)` with detailed information. This can be converted to reports with `get_reports(results)`.
- **stats\_interval** ([_float_](https://docs.python.org/3/library/functions.html#float "(in Python v3.11)")) – Collection interval (in seconds) for metrics during benchmarking, such as CPU and memory usage.
- **device\_type** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – This will be set automatically to one of the `SUPPORTED_DEVICE_TYPES`.
- **cost\_per\_hour** ([_float_](https://docs.python.org/3/library/functions.html#float "(in Python v3.11)")) – The price of this device / hour. Used to estimate cost / 1 million infs in reports.
- **model\_name** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – A friendly name for the model to use in reports.
- **model\_class\_name** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – Internal use.
- **model\_class\_file** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – Internal use.
- **verbosity** ([_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")) – 0 = error, 1 = info, 2 = debug
Returns
A list of benchmarking results.
Return type
[list](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")\[[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]
get\_reports(_results_)[#](#get_reports "Permalink to this definition")
Summarizes and combines the detailed results from `neuronperf.benchmark`, when run with `return_timers=True`. One report dictionary is produced per model configuration benchmarked. The list of reports can be fed directly to other reporting utilities, such as `neuronperf.write_csv`.
Parameters
- **results** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")_\[_[_tuple_](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.11)")_\]_) – The list of results from `neuronperf.benchmark`.
- **batch\_sizes** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")_\[_[_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")_\]_) – The batch sizes that correspond to the inputs provided to `compile` and `benchmark`. Used to correct throughput values in the reports.
Returns
A list of dictionaries that summarize the results for each model configuration.
Return type
[list](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")\[[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]
print\_reports(_reports_, _cols\=SUMMARY\_COLS_, _sort\_by\='throughput\_peak'_, _reverse\=False_)[#](#print_reports "Permalink to this definition")
Print a report to the terminal. Example of default behavior:
```
>>> neuronperf.print_reports(reports)
throughput_avg latency_ms_p50 latency_ms_p99 n_models pipeline_size workers_per_model batch_size model_filename
329.667 6.073 6.109 1 1 2 1 models/model_b1_p1_83bh3hhs.pt
```
Parameters
- **reports** – Results from get\_reports.
- **cols** – The columns in the report to be displayed.
- **sort\_by** – Sort the cols by the specified key.
- **reverse** – Sort order.
write\_csv(_reports: [list](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")\[[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]_, _filename: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= None_, _cols\=REPORT\_COLS_)[#](#write_csv "Permalink to this definition")
Write benchmarking reports to CSV file.
Parameters
- **reports** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")_\[_[_dict_](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")_\]_) – Results from neuronperf.get\_reports.
- **filename** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – Filename to write. If not provided, generated from model\_name in report and current timestamp.
- **cols** ([_list_](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")_\[_[_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_\]_) – The columns in the report to be kept.
Returns
The filename written.
Return type
[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")
write\_json(_reports: [list](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.11)")\[[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]_, _filename: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= None_)[#](#write_json "Permalink to this definition")
Writes benchmarking reports to a JSON file.
> param list\[dict\] reports
>
> Results from neuronperf.get\_reports.
>
> param str filename
>
> Filename to write. If not provided, generated from model\_name in report and current timestamp.
>
> return
>
> The filename written.
>
> rtype
>
> str
model\_index.append(_\*model\_indexes: Union\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), [dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]_) → dict:[#](#model_index.append "Permalink to this definition")
Appends the model indexes non-destructively into a new model index, without modifying any of the internal data.
This is useful if you have benchmarked multiple related models and wish to combine their respective model indexes into a single index.
Model name will be taken from the first index provided. Duplicate configs will be filtered.
Parameters
**model\_indexes** – Model indexes or paths to model indexes to combine.
Returns
A new dictionary representing the combined model index.
Return type
[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")
model\_index.copy(_old\_index: Union\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), [dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]_, _new\_index: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_, _new\_dir: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_) → str:[#](#model_index.copy "Permalink to this definition")
Copy an index to a new location. Will rename `old_index` to `new_index` and copy all model files into `new_dir`, updating the index paths.
This is useful for pulling individual models out of a pool.
Returns the path to the new index.
model\_index.create(_filename_, _input\_idx\=0_, _batch\_size\=1_, _pipeline\_size\=1_, _cast\_mode\=DEFAULT\_CAST_, _compile\_s\=None_)[#](#model_index.create "Permalink to this definition")
Create a new model index from a pre-compiled model.
Parameters
- **filename** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – The path to the compiled model.
- **input\_idx** ([_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")) – The index in your inputs that this model should be run on.
- **batch\_size** ([_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")) – The batch size at compilation for this model.
- **pipeline\_size** ([_int_](https://docs.python.org/3/library/functions.html#int "(in Python v3.11)")) – The pipeline size used at compilation for this model.
- **cast\_mode** ([_str_](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")) – The casting option this model was compiled with.
- **compile\_s** ([_float_](https://docs.python.org/3/library/functions.html#float "(in Python v3.11)")) – Seconds spent compiling.
Returns
A new dictionary representing a model index.
Return type
[dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")
model\_index.delete(filename: str):
Deletes the model index and all associated models referenced by the index.
model\_index.filter(_index: Union\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)"), [dict](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.11)")\]_, _\*\*kwargs_) → dict:[#](#model_index.filter "Permalink to this definition")
Filters provided model index on provided criteria and returns a new index. Each kwarg is a standard (k, v) pair, where k is treated as a filter name and v may be one or more values used to filter model configs.
model\_index.load(_filename_) → dict:[#](#model_index.load "Permalink to this definition")
Load a NeuronPerf model index from a file.
model\_index.move(_old\_index: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_, _new\_index: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_, _new\_dir: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)")_) → str:[#](#model_index.move "Permalink to this definition")
This is the same as `copy` followed by `delete` on the old index.
model\_index.save(_model\_index_, _filename: [str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.11)") \= None_, _root\_dir\=None_) → str:[#](#model_index.save "Permalink to this definition")
Save a NeuronPerf model index to a file.
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronPerf API — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css">
<link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../_static/contentui.js"></script>
<script src="../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../genindex.html">
<link rel="search" title="Search" href="../../search.html">
<link rel="next" title="NeuronPerf Framework Notes" href="neuronperf_framework_notes.html">
<link rel="prev" title="NeuronPerf Model Index Guide" href="neuronperf_model_index_guide.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/neuronperf_api", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 current active has-children">
<a class="reference internal" href="../index.html">
Neuron Tools
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l2 has-children">
<a class="reference internal" href="../neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 current active has-children">
<a class="reference internal" href="index.html">
NeuronPerf (Beta)
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3 current active">
<a class="current reference internal" href="#">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/neuronperf_api.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/neuronperf_api.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../_sources/tools/neuronperf/neuronperf_api.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>NeuronPerf API</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuronperf-api">
<span id="id1"></span><h1>NeuronPerf API<a class="headerlink" href="#neuronperf-api" title="Permalink to this headline">#</a></h1>
<p>Due to a bug in Sphinx, some of the type annotations may be incomplete. You can <a class="reference download internal" download="" href="../../_downloads/a5dd4e2f32461a41cdd42a16121f029e/neuronperf.tar.gz"><code class="xref download docutils literal notranslate"><span class="pre">download</span> <span class="pre">the</span> <span class="pre">source</span> <span class="pre">code</span> <span class="pre">here</span></code></a>. In the future, the source will be hosted in a more browsable way.</p>
<dl class="py function">
<dt class="sig sig-object py" id="compile">
<span class="sig-name descname"><span class="pre">compile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">compile_fn</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_sizes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipeline_sizes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">performance_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">models_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'models'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compiler_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">str:</span></span></span><a class="headerlink" href="#compile" title="Permalink to this definition">#</a></dt>
<dd><p>Compiles the provided model with each provided example input, pipeline size, and performance level.
Any additional compiler_args passed will be forwarded to the compiler on every invocation.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>model</strong> – The model to compile.</p></li>
<li><p><strong>inputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a>) – A list of example inputs.</p></li>
<li><p><strong>batch_sizes</strong> – A list of batch sizes that correspond to the example inputs.</p></li>
<li><p><strong>pipeline_sizes</strong> – A list of pipeline sizes to use. See <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a>.</p></li>
<li><p><strong>performance_levels</strong> – A list of performance levels to try. Options are: 0 (max accuracy), 1, 2, 3 (max performance, default). See <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a>.</p></li>
<li><p><strong>models_dir</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – The directory where compilation artifacts will be stored.</p></li>
<li><p><strong>model_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – An optional model name tag to apply to compiled artifacts.</p></li>
<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – The name of the model index to write out. If not provided, a name will be generated and returned.</p></li>
<li><p><strong>compiler_args</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><em>dict</em></a>) – Additional compiler arguments to be forwarded with every compilation.</p></li>
<li><p><strong>verbosity</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a>) – 0 = error, 1 = info, 2 = debug</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>A model index filename. If a configuration fails to compile, it will not be included in the index and an error will be logged.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)">str</a></p>
</dd>
</dl>
</dd></dl>
<span class="target" id="neuronperf-api-benchmark"></span><dl class="py function">
<dt class="sig sig-object py" id="benchmark">
<span class="sig-name descname"><span class="pre">benchmark</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">load_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_sizes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">BENCHMARK_SECS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_models</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipeline_sizes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cast_modes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workers_per_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.11)"><span class="pre">None</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">env_setup_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.11)"><span class="pre">None</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">setup_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.11)"><span class="pre">None</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preprocess_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">postprocess_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_loader_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiprocess</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiinterpreter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_timers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'neuron'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">List[Dict]:</span></span></span><a class="headerlink" href="#benchmark" title="Permalink to this definition">#</a></dt>
<dd><p>Benchmarks the model index or individiual model using the provided inputs.
If a model index is provided, additional fields such as <code class="docutils literal notranslate"><span class="pre">pipeline_sizes</span></code> and
<code class="docutils literal notranslate"><span class="pre">performance_levels</span></code> can be used to filter the models to benchmark. The default
behavior is to benchmark all configurations in the model index.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>load_fn</strong> – A function that accepts a model filename and device id, and returns a loaded model. This is automatically passed through the subpackage calls (e.g. <code class="docutils literal notranslate"><span class="pre">neuronperf.torch.benchmark</span></code>).</p></li>
<li><p><strong>model_filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – A path to a model index from compile or path to an individual model. For CPU benchmarking, a class should be passed that can be instantiated with a default constructor (e.g. <code class="docutils literal notranslate"><span class="pre">MyModelClass</span></code>).</p></li>
<li><p><strong>inputs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a>) – A list of example inputs. If the list contains tuples, they will be destructured on inference to support multiple arguments.</p></li>
<li><p><strong>batch_sizes</strong> – A list of ints indicating batch sizes that correspond to the inputs. Assumes 1 if not provided.</p></li>
<li><p><strong>duration</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><em>float</em></a>) – The number of seconds to benchmark each model.</p></li>
<li><p><strong>n_models</strong> – The number of models to run in parallel. Default behavior runs 1 model and the max number of models possible, determined by a best effort from <code class="docutils literal notranslate"><span class="pre">device_type</span></code>, instance size, or other environment state.</p></li>
<li><p><strong>pipeline_sizes</strong> – A list of pipeline sizes to use. See <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a>.</p></li>
<li><p><strong>performance_levels</strong> – A list of performance levels to try. Options are: 0 (max accuracy), 1, 2, 3 (max performance, default). See <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a>.</p></li>
<li><p><strong>workers_per_model</strong> – The number of workers to use per model loaded. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, this is automatically selected.</p></li>
<li><p><strong>env_setup_fn</strong> – A custom environment setup function to run in each subprocess before model loading. It will receive the benchmarker id and config.</p></li>
<li><p><strong>setup_fn</strong> – A function that receives the benchmarker id, config, and model to perform last minute configuration before inference.</p></li>
<li><p><strong>preprocess_fn</strong> – A custom preprocessing function to perform on each input before inference.</p></li>
<li><p><strong>postprocess_fn</strong> – A custom postprocessing function to perform on each input after inference.</p></li>
<li><p><strong>multiprocess</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><em>bool</em></a>) – When True, model loading is dispatched to forked subprocesses. Should be left alone unless debugging.</p></li>
<li><p><strong>multiinterpreter</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><em>bool</em></a>) – When True, benchmarking is performed in a new python interpreter per model. All parameters must be serializable. Overrides multiprocess.</p></li>
<li><p><strong>return_timers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.11)"><em>bool</em></a>) – When True, the return of this function is a list of tuples <code class="docutils literal notranslate"><span class="pre">(config,</span> <span class="pre">results)</span></code> with detailed information. This can be converted to reports with <code class="docutils literal notranslate"><span class="pre">get_reports(results)</span></code>.</p></li>
<li><p><strong>stats_interval</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><em>float</em></a>) – Collection interval (in seconds) for metrics during benchmarking, such as CPU and memory usage.</p></li>
<li><p><strong>device_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – This will be set automatically to one of the <code class="docutils literal notranslate"><span class="pre">SUPPORTED_DEVICE_TYPES</span></code>.</p></li>
<li><p><strong>cost_per_hour</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><em>float</em></a>) – The price of this device / hour. Used to estimate cost / 1 million infs in reports.</p></li>
<li><p><strong>model_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – A friendly name for the model to use in reports.</p></li>
<li><p><strong>model_class_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – Internal use.</p></li>
<li><p><strong>model_class_file</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – Internal use.</p></li>
<li><p><strong>verbosity</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a>) – 0 = error, 1 = info, 2 = debug</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>A list of benchmarking results.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)">list</a>[<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)">dict</a>]</p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="get_reports">
<span class="sig-name descname"><span class="pre">get_reports</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#get_reports" title="Permalink to this definition">#</a></dt>
<dd><p>Summarizes and combines the detailed results from <code class="docutils literal notranslate"><span class="pre">neuronperf.benchmark</span></code>, when run with <code class="docutils literal notranslate"><span class="pre">return_timers=True</span></code>. One report dictionary is produced per model configuration benchmarked. The list of reports can be fed directly to other reporting utilities, such as <code class="docutils literal notranslate"><span class="pre">neuronperf.write_csv</span></code>.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>results</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.11)"><em>tuple</em></a><em>]</em>) – The list of results from <code class="docutils literal notranslate"><span class="pre">neuronperf.benchmark</span></code>.</p></li>
<li><p><strong>batch_sizes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a><em>]</em>) – The batch sizes that correspond to the <cite>inputs</cite> provided to <code class="docutils literal notranslate"><span class="pre">compile</span></code> and <code class="docutils literal notranslate"><span class="pre">benchmark</span></code>. Used to correct throughput values in the reports.</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>A list of dictionaries that summarize the results for each model configuration.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)">list</a>[<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)">dict</a>]</p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="print_reports">
<span class="sig-name descname"><span class="pre">print_reports</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reports</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cols</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">SUMMARY_COLS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sort_by</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'throughput_peak'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#print_reports" title="Permalink to this definition">#</a></dt>
<dd><p>Print a report to the terminal.
Example of default behavior:</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">neuronperf</span><span class="o">.</span><span class="n">print_reports</span><span class="p">(</span><span class="n">reports</span><span class="p">)</span>
<span class="go">throughput_avg latency_ms_p50 latency_ms_p99 n_models pipeline_size workers_per_model batch_size model_filename</span>
<span class="go">329.667 6.073 6.109 1 1 2 1 models/model_b1_p1_83bh3hhs.pt</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>reports</strong> – Results from <cite>get_reports</cite>.</p></li>
<li><p><strong>cols</strong> – The columns in the report to be displayed.</p></li>
<li><p><strong>sort_by</strong> – Sort the cols by the specified key.</p></li>
<li><p><strong>reverse</strong> – Sort order.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="write_csv">
<span class="sig-name descname"><span class="pre">write_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reports</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cols</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">REPORT_COLS</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#write_csv" title="Permalink to this definition">#</a></dt>
<dd><p>Write benchmarking reports to CSV file.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>reports</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><em>dict</em></a><em>]</em>) – Results from <cite>neuronperf.get_reports</cite>.</p></li>
<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – Filename to write. If not provided, generated from model_name in report and current timestamp.</p></li>
<li><p><strong>cols</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a><em>]</em>) – The columns in the report to be kept.</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>The filename written.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)">str</a></p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="write_json">
<span class="sig-name descname"><span class="pre">write_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reports</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.11)"><span class="pre">list</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#write_json" title="Permalink to this definition">#</a></dt>
<dd><p>Writes benchmarking reports to a JSON file.</p>
<blockquote>
<div><dl class="field-list simple">
<dt class="field-odd">param list[dict] reports</dt>
<dd class="field-odd"><p>Results from <cite>neuronperf.get_reports</cite>.</p>
</dd>
<dt class="field-even">param str filename</dt>
<dd class="field-even"><p>Filename to write. If not provided, generated from model_name in report and current timestamp.</p>
</dd>
<dt class="field-odd">return</dt>
<dd class="field-odd"><p>The filename written.</p>
</dd>
<dt class="field-even">rtype</dt>
<dd class="field-even"><p>str</p>
</dd>
</dl>
</div></blockquote>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.append">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">model_indexes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">dict:</span></span></span><a class="headerlink" href="#model_index.append" title="Permalink to this definition">#</a></dt>
<dd><p>Appends the model indexes non-destructively into a new model index, without
modifying any of the internal data.</p>
<p>This is useful if you have benchmarked multiple related models and wish to
combine their respective model indexes into a single index.</p>
<p>Model name will be taken from the first index provided.
Duplicate configs will be filtered.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>model_indexes</strong> – Model indexes or paths to model indexes to combine.</p>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>A new dictionary representing the combined model index.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)">dict</a></p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.copy">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">str:</span></span></span><a class="headerlink" href="#model_index.copy" title="Permalink to this definition">#</a></dt>
<dd><p>Copy an index to a new location. Will rename <code class="docutils literal notranslate"><span class="pre">old_index</span></code>
to <code class="docutils literal notranslate"><span class="pre">new_index</span></code> and copy all model files into <code class="docutils literal notranslate"><span class="pre">new_dir</span></code>,
updating the index paths.</p>
<p>This is useful for pulling individual models out of a pool.</p>
<p>Returns the path to the new index.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.create">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_idx</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipeline_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cast_mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">DEFAULT_CAST</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compile_s</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#model_index.create" title="Permalink to this definition">#</a></dt>
<dd><p>Create a new model index from a pre-compiled model.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – The path to the compiled model.</p></li>
<li><p><strong>input_idx</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a>) – The index in your inputs that this model should be run on.</p></li>
<li><p><strong>batch_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a>) – The batch size at compilation for this model.</p></li>
<li><p><strong>pipeline_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.11)"><em>int</em></a>) – The pipeline size used at compilation for this model.</p></li>
<li><p><strong>cast_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><em>str</em></a>) – The casting option this model was compiled with.</p></li>
<li><p><strong>compile_s</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.11)"><em>float</em></a>) – Seconds spent compiling.</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>A new dictionary representing a model index.</p>
</dd>
<dt class="field-odd">Return type</dt>
<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)">dict</a></p>
</dd>
</dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py">
<span class="sig-name descname"><span class="pre">model_index.delete(filename:</span> <span class="pre">str):</span></span></dt>
<dd><p>Deletes the model index and all associated models referenced by the index.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.filter">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">filter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.11)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">dict:</span></span></span><a class="headerlink" href="#model_index.filter" title="Permalink to this definition">#</a></dt>
<dd><p>Filters provided model index on provided criteria and returns a new index.
Each kwarg is a standard (k, v) pair, where k is treated as a filter name
and v may be one or more values used to filter model configs.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.load">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">dict:</span></span></span><a class="headerlink" href="#model_index.load" title="Permalink to this definition">#</a></dt>
<dd><p>Load a NeuronPerf model index from a file.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.move">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">move</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">str:</span></span></span><a class="headerlink" href="#model_index.move" title="Permalink to this definition">#</a></dt>
<dd><p>This is the same as <code class="docutils literal notranslate"><span class="pre">copy</span></code> followed by <code class="docutils literal notranslate"><span class="pre">delete</span></code> on the old index.</p>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="model_index.save">
<span class="sig-prename descclassname"><span class="pre">model_index.</span></span><span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.11)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">root_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">str:</span></span></span><a class="headerlink" href="#model_index.save" title="Permalink to this definition">#</a></dt>
<dd><p>Save a NeuronPerf model index to a file.</p>
</dd></dl>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
<a class="left-prev" id="prev-link" href="neuronperf_model_index_guide.html" title="previous page">
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">NeuronPerf Model Index Guide</p>
</div>
</a>
<a class="right-next" id="next-link" href="neuronperf_framework_notes.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">NeuronPerf Framework Notes</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:41.374Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/e013b46f861cc3cf3ca2fd5978537bd0/infer_bert.py
|
```
import json
import concurrent.futures
import requests
with open('config.json') as fp:
config = json.load(fp)
max_length = config['max_length']
batch_size = config['batch_size']
name = f'bert-max_length{max_length}-batch_size{batch_size}'
# dispatch requests in parallel
url = f'http://localhost:8080/predictions/{name}'
paraphrase = {'seq_0': "HuggingFace's headquarters are situated in Manhattan",
'seq_1': "The company HuggingFace is based in New York City"}
not_paraphrase = {'seq_0': paraphrase['seq_0'], 'seq_1': 'This is total nonsense.'}
with concurrent.futures.ThreadPoolExecutor(max_workers=batch_size) as executor:
def worker_thread(worker_index):
# we'll send half the requests as not_paraphrase examples for sanity
data = paraphrase if worker_index < batch_size//2 else not_paraphrase
response = requests.post(url, data=data)
print(worker_index, response.json())
for worker_index in range(batch_size):
executor.submit(worker_thread, worker_index)
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import json
import concurrent.futures
import requests
with open('config.json') as fp:
config = json.load(fp)
max_length = config['max_length']
batch_size = config['batch_size']
name = f'bert-max_length{max_length}-batch_size{batch_size}'
# dispatch requests in parallel
url = f'http://localhost:8080/predictions/{name}'
paraphrase = {'seq_0': "HuggingFace's headquarters are situated in Manhattan",
'seq_1': "The company HuggingFace is based in New York City"}
not_paraphrase = {'seq_0': paraphrase['seq_0'], 'seq_1': 'This is total nonsense.'}
with concurrent.futures.ThreadPoolExecutor(max_workers=batch_size) as executor:
def worker_thread(worker_index):
# we'll send half the requests as not_paraphrase examples for sanity
data = paraphrase if worker_index < batch_size//2 else not_paraphrase
response = requests.post(url, data=data)
print(worker_index, response.json())
for worker_index in range(batch_size):
executor.submit(worker_thread, worker_index)</pre></body></html>
|
2023-09-29T20:54:41.731Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.ipynb.txt
|
```
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "6a30ffd9",
"metadata": {},
"source": [
"# Compiling and Deploying ResNet50 on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "ea682fbe",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a TorchVision ResNet50 model for accelerated inference on Neuron. To get started with\n",
"Jupyter Notebook on Neuron Instance you launched, please use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial will use the [resnet50](https://pytorch.org/vision/main/models/generated/torchvision.models.resnet50.html) model, which is primarily used for arbitrary image classification tasks.\n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the ResNet model\n",
"1. Run inference on Neuron and compare results to CPU\n",
"1. Benchmark the model using multicore inference\n",
"1. Finding the optimal batch size\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "5f60760a",
"metadata": {},
"source": [
"## Install Dependencies\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `torchvision`\n",
"- `Pillow`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c44c5df5",
"metadata": {},
"outputs": [],
"source": [
"!pip install Pillow"
]
},
{
"cell_type": "markdown",
"id": "de2efba5",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the model, get a sample input, run inference on CPU, compile the model for Neuron using `torch_neuronx.trace()`, and save the optimized model as `TorchScript`.\n",
"\n",
"`torch_neuronx.trace()` expects a tensor or tuple of tensor inputs to use for tracing, so we convert the input image into a tensor using the `get_image` function.\n",
"\n",
"The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur. \n",
"\n",
"In the following section, we assume that we will receive an image shape of `[1, 3, 224, 224]` at inference time."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1650de1f",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import urllib\n",
"from PIL import Image\n",
"\n",
"import torch\n",
"import torch_neuronx\n",
"from torchvision import models\n",
"from torchvision.transforms import functional\n",
"\n",
"\n",
"def get_image(batch_size=1, image_shape=(224, 224)):\n",
" # Get an example input\n",
" filename = \"000000039769.jpg\"\n",
" if not os.path.exists(filename):\n",
" url = \"http://images.cocodataset.org/val2017/000000039769.jpg\"\n",
" urllib.request.urlretrieve(url, filename)\n",
" image = Image.open(filename).convert('RGB')\n",
" image = functional.resize(image, (image_shape))\n",
" image = functional.to_tensor(image)\n",
" image = torch.unsqueeze(image, 0)\n",
" image = torch.repeat_interleave(image, batch_size, 0)\n",
" return (image, )\n",
"\n",
"\n",
"# Create the model\n",
"model = models.resnet50(pretrained=True)\n",
"model.eval()\n",
"\n",
"# Get an example input\n",
"image = get_image()\n",
"\n",
"# Run inference on CPU\n",
"output_cpu = model(*image)\n",
"\n",
"# Compile the model\n",
"model_neuron = torch_neuronx.trace(model, image)\n",
"\n",
"# Save the TorchScript for inference deployment\n",
"filename = 'model.pt'\n",
"torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "markdown",
"id": "25f453f8",
"metadata": {},
"source": [
"## Run inference and compare results\n",
"\n",
"In this section we load the compiled model, run inference on Neuron, and compare the CPU and Neuron outputs using the ImageNet classes."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4a203aa",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"\n",
"# Load the TorchScript compiled model\n",
"model_neuron = torch.jit.load(filename)\n",
"\n",
"# Run inference using the Neuron model\n",
"output_neuron = model_neuron(*image)\n",
"\n",
"# Compare the results\n",
"print(f\"CPU tensor: {output_cpu[0][0:10]}\")\n",
"print(f\"Neuron tensor: {output_neuron[0][0:10]}\")\n",
"\n",
"# Download and read the ImageNet classes\n",
"urllib.request.urlretrieve(\"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json\",\"imagenet_class_index.json\")\n",
"with open(\"imagenet_class_index.json\", \"r\") as file:\n",
" class_id = json.load(file)\n",
" id2label = [class_id[str(i)][1] for i in range(len(class_id))]\n",
"\n",
"# Lookup and print the top-5 labels\n",
"top5_cpu = output_cpu[0].sort()[1][-5:]\n",
"top5_neuron = output_neuron[0].sort()[1][-5:]\n",
"top5_labels_cpu = [id2label[idx] for idx in top5_cpu]\n",
"top5_labels_neuron = [id2label[idx] for idx in top5_neuron]\n",
"print(f\"CPU top-5 labels: {top5_labels_cpu}\")\n",
"print(f\"Neuron top-5 labels: {top5_labels_neuron}\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "c96389ae",
"metadata": {},
"source": [
"## Benchmarking\n",
"\n",
"In this section we benchmark the performance of the ResNet model on Neuron. By default, models compiled with `torch_neuronx` will always execute on a *single* NeuronCore. When loading *multiple* models, the default behavior of the Neuron runtime is to evenly distribute models across all available NeuronCores. The runtime places models on the NeuronCore that has the fewest models loaded to it first. In the following section, we will `torch.jit.load` multiple instances of the model which should each be loaded onto their own NeuronCore. It is not useful to load more copies of a model than the number of NeuronCores on the instance since an individual NeuronCore can only execute one model at a time.\n",
"\n",
"To ensure that we are maximizing hardware utilization, we must run inferences using multiple threads in parallel. It is nearly always recommended to use some form of threading/multiprocessing and some form of model replication since even the smallest Neuron EC2 instance has 2 NeuronCores available. Applications with no form of threading are only capable of `1 / num_neuron_cores` hardware utilization which becomes especially problematic on large instances.\n",
"\n",
"One way to view the hardware utilization is by executing the `neuron-top` application in the terminal while the benchmark is executing. If the monitor shows >90% utilization on all NeuronCores, this is a good indication that the hardware is being utilized effectively.\n",
"\n",
"In this example we load two models, which utilizes all NeuronCores (2) on a `trn1.2xlarge` or `inf2.xlarge` instance. Additional models can be loaded and run in parallel on larger Trn1 or Inf2 instance sizes to increase throughput.\n",
"\n",
"We define a benchmarking function that loads two optimized ResNet models onto two separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9657ae4f",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import concurrent.futures\n",
"import numpy as np\n",
"\n",
"\n",
"def benchmark(filename, example, n_models=2, n_threads=2, batches_per_thread=1000):\n",
" \"\"\"\n",
" Record performance statistics for a serialized model and its input example.\n",
"\n",
" Arguments:\n",
" filename: The serialized torchscript model to load for benchmarking.\n",
" example: An example model input.\n",
" n_models: The number of models to load.\n",
" n_threads: The number of simultaneous threads to execute inferences on.\n",
" batches_per_thread: The number of example batches to run per thread.\n",
"\n",
" Returns:\n",
" A dictionary of performance statistics.\n",
" \"\"\"\n",
"\n",
" # Load models\n",
" models = [torch.jit.load(filename) for _ in range(n_models)]\n",
"\n",
" # Warmup\n",
" for _ in range(8):\n",
" for model in models:\n",
" model(*example)\n",
"\n",
" latencies = []\n",
"\n",
" # Thread task\n",
" def task(model):\n",
" for _ in range(batches_per_thread):\n",
" start = time.time()\n",
" model(*example)\n",
" finish = time.time()\n",
" latencies.append((finish - start) * 1000)\n",
"\n",
" # Submit tasks\n",
" begin = time.time()\n",
" with concurrent.futures.ThreadPoolExecutor(max_workers=n_threads) as pool:\n",
" for i in range(n_threads):\n",
" pool.submit(task, models[i % len(models)])\n",
" end = time.time()\n",
"\n",
" # Compute metrics\n",
" boundaries = [50, 95, 99]\n",
" percentiles = {}\n",
"\n",
" for boundary in boundaries:\n",
" name = f'latency_p{boundary}'\n",
" percentiles[name] = np.percentile(latencies, boundary)\n",
" duration = end - begin\n",
" batch_size = 0\n",
" for tensor in example:\n",
" if batch_size == 0:\n",
" batch_size = tensor.shape[0]\n",
" inferences = len(latencies) * batch_size\n",
" throughput = inferences / duration\n",
"\n",
" # Metrics\n",
" metrics = {\n",
" 'filename': str(filename),\n",
" 'batch_size': batch_size,\n",
" 'batches': len(latencies),\n",
" 'inferences': inferences,\n",
" 'threads': n_threads,\n",
" 'models': n_models,\n",
" 'duration': duration,\n",
" 'throughput': throughput,\n",
" **percentiles,\n",
" }\n",
"\n",
" display(metrics)\n",
"\n",
"\n",
"def display(metrics):\n",
" \"\"\"\n",
" Display the metrics produced by `benchmark` function.\n",
"\n",
" Args:\n",
" metrics: A dictionary of performance statistics.\n",
" \"\"\"\n",
" pad = max(map(len, metrics)) + 1\n",
" for key, value in metrics.items():\n",
"\n",
" parts = key.split('_')\n",
" parts = list(map(str.title, parts))\n",
" title = ' '.join(parts) + \":\"\n",
"\n",
" if isinstance(value, float):\n",
" value = f'{value:0.3f}'\n",
"\n",
" print(f'{title :<{pad}} {value}')\n",
"\n",
"\n",
"# Benchmark ResNet on Neuron\n",
"benchmark(filename, image)"
]
},
{
"cell_type": "markdown",
"id": "795d2fca",
"metadata": {},
"source": [
"## Finding the optimal batch size\n",
"\n",
"Batch size has a direct impact on model performance. The NeuronCore architecture is optimized to maximize throughput with relatively small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.\n",
"\n",
"As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Neuron. To minimize latency, using `batch size = 1` will nearly always be optimal. This batch size configuration is typically used for on-demand inference applications. To maximize throughput, *usually* `1 < batch_size < 10` is optimal. A configuration which uses a larger batch size is generally ideal for batched on-demand inference or offline batch processing.\n",
"\n",
"In the following section, we compile ResNet for multiple batch size inputs. We then run inference on each batch size and benchmark the performance. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fdef1805",
"metadata": {},
"outputs": [],
"source": [
"# Compile ResNet for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" model = models.resnet50(pretrained=True)\n",
" model.eval()\n",
" example = get_image(batch_size=batch_size)\n",
" model_neuron = torch_neuronx.trace(model, example)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ec244d4e",
"metadata": {},
"outputs": [],
"source": [
"# Benchmark ResNet for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" print('-'*50)\n",
" example = get_image(batch_size=batch_size)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" benchmark(filename, example)\n",
" print()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (Neuron PyTorch)",
"language": "python",
"name": "pytorch_venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "6a30ffd9",
"metadata": {},
"source": [
"# Compiling and Deploying ResNet50 on Trn1 or Inf2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "ea682fbe",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a TorchVision ResNet50 model for accelerated inference on Neuron. To get started with\n",
"Jupyter Notebook on Neuron Instance you launched, please use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial will use the [resnet50](https://pytorch.org/vision/main/models/generated/torchvision.models.resnet50.html) model, which is primarily used for arbitrary image classification tasks.\n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the ResNet model\n",
"1. Run inference on Neuron and compare results to CPU\n",
"1. Benchmark the model using multicore inference\n",
"1. Finding the optimal batch size\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "5f60760a",
"metadata": {},
"source": [
"## Install Dependencies\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `torchvision`\n",
"- `Pillow`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c44c5df5",
"metadata": {},
"outputs": [],
"source": [
"!pip install Pillow"
]
},
{
"cell_type": "markdown",
"id": "de2efba5",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the model, get a sample input, run inference on CPU, compile the model for Neuron using `torch_neuronx.trace()`, and save the optimized model as `TorchScript`.\n",
"\n",
"`torch_neuronx.trace()` expects a tensor or tuple of tensor inputs to use for tracing, so we convert the input image into a tensor using the `get_image` function.\n",
"\n",
"The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur. \n",
"\n",
"In the following section, we assume that we will receive an image shape of `[1, 3, 224, 224]` at inference time."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1650de1f",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import urllib\n",
"from PIL import Image\n",
"\n",
"import torch\n",
"import torch_neuronx\n",
"from torchvision import models\n",
"from torchvision.transforms import functional\n",
"\n",
"\n",
"def get_image(batch_size=1, image_shape=(224, 224)):\n",
" # Get an example input\n",
" filename = \"000000039769.jpg\"\n",
" if not os.path.exists(filename):\n",
" url = \"http://images.cocodataset.org/val2017/000000039769.jpg\"\n",
" urllib.request.urlretrieve(url, filename)\n",
" image = Image.open(filename).convert('RGB')\n",
" image = functional.resize(image, (image_shape))\n",
" image = functional.to_tensor(image)\n",
" image = torch.unsqueeze(image, 0)\n",
" image = torch.repeat_interleave(image, batch_size, 0)\n",
" return (image, )\n",
"\n",
"\n",
"# Create the model\n",
"model = models.resnet50(pretrained=True)\n",
"model.eval()\n",
"\n",
"# Get an example input\n",
"image = get_image()\n",
"\n",
"# Run inference on CPU\n",
"output_cpu = model(*image)\n",
"\n",
"# Compile the model\n",
"model_neuron = torch_neuronx.trace(model, image)\n",
"\n",
"# Save the TorchScript for inference deployment\n",
"filename = 'model.pt'\n",
"torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "markdown",
"id": "25f453f8",
"metadata": {},
"source": [
"## Run inference and compare results\n",
"\n",
"In this section we load the compiled model, run inference on Neuron, and compare the CPU and Neuron outputs using the ImageNet classes."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4a203aa",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"\n",
"# Load the TorchScript compiled model\n",
"model_neuron = torch.jit.load(filename)\n",
"\n",
"# Run inference using the Neuron model\n",
"output_neuron = model_neuron(*image)\n",
"\n",
"# Compare the results\n",
"print(f\"CPU tensor: {output_cpu[0][0:10]}\")\n",
"print(f\"Neuron tensor: {output_neuron[0][0:10]}\")\n",
"\n",
"# Download and read the ImageNet classes\n",
"urllib.request.urlretrieve(\"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json\",\"imagenet_class_index.json\")\n",
"with open(\"imagenet_class_index.json\", \"r\") as file:\n",
" class_id = json.load(file)\n",
" id2label = [class_id[str(i)][1] for i in range(len(class_id))]\n",
"\n",
"# Lookup and print the top-5 labels\n",
"top5_cpu = output_cpu[0].sort()[1][-5:]\n",
"top5_neuron = output_neuron[0].sort()[1][-5:]\n",
"top5_labels_cpu = [id2label[idx] for idx in top5_cpu]\n",
"top5_labels_neuron = [id2label[idx] for idx in top5_neuron]\n",
"print(f\"CPU top-5 labels: {top5_labels_cpu}\")\n",
"print(f\"Neuron top-5 labels: {top5_labels_neuron}\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "c96389ae",
"metadata": {},
"source": [
"## Benchmarking\n",
"\n",
"In this section we benchmark the performance of the ResNet model on Neuron. By default, models compiled with `torch_neuronx` will always execute on a *single* NeuronCore. When loading *multiple* models, the default behavior of the Neuron runtime is to evenly distribute models across all available NeuronCores. The runtime places models on the NeuronCore that has the fewest models loaded to it first. In the following section, we will `torch.jit.load` multiple instances of the model which should each be loaded onto their own NeuronCore. It is not useful to load more copies of a model than the number of NeuronCores on the instance since an individual NeuronCore can only execute one model at a time.\n",
"\n",
"To ensure that we are maximizing hardware utilization, we must run inferences using multiple threads in parallel. It is nearly always recommended to use some form of threading/multiprocessing and some form of model replication since even the smallest Neuron EC2 instance has 2 NeuronCores available. Applications with no form of threading are only capable of `1 / num_neuron_cores` hardware utilization which becomes especially problematic on large instances.\n",
"\n",
"One way to view the hardware utilization is by executing the `neuron-top` application in the terminal while the benchmark is executing. If the monitor shows >90% utilization on all NeuronCores, this is a good indication that the hardware is being utilized effectively.\n",
"\n",
"In this example we load two models, which utilizes all NeuronCores (2) on a `trn1.2xlarge` or `inf2.xlarge` instance. Additional models can be loaded and run in parallel on larger Trn1 or Inf2 instance sizes to increase throughput.\n",
"\n",
"We define a benchmarking function that loads two optimized ResNet models onto two separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9657ae4f",
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import concurrent.futures\n",
"import numpy as np\n",
"\n",
"\n",
"def benchmark(filename, example, n_models=2, n_threads=2, batches_per_thread=1000):\n",
" \"\"\"\n",
" Record performance statistics for a serialized model and its input example.\n",
"\n",
" Arguments:\n",
" filename: The serialized torchscript model to load for benchmarking.\n",
" example: An example model input.\n",
" n_models: The number of models to load.\n",
" n_threads: The number of simultaneous threads to execute inferences on.\n",
" batches_per_thread: The number of example batches to run per thread.\n",
"\n",
" Returns:\n",
" A dictionary of performance statistics.\n",
" \"\"\"\n",
"\n",
" # Load models\n",
" models = [torch.jit.load(filename) for _ in range(n_models)]\n",
"\n",
" # Warmup\n",
" for _ in range(8):\n",
" for model in models:\n",
" model(*example)\n",
"\n",
" latencies = []\n",
"\n",
" # Thread task\n",
" def task(model):\n",
" for _ in range(batches_per_thread):\n",
" start = time.time()\n",
" model(*example)\n",
" finish = time.time()\n",
" latencies.append((finish - start) * 1000)\n",
"\n",
" # Submit tasks\n",
" begin = time.time()\n",
" with concurrent.futures.ThreadPoolExecutor(max_workers=n_threads) as pool:\n",
" for i in range(n_threads):\n",
" pool.submit(task, models[i % len(models)])\n",
" end = time.time()\n",
"\n",
" # Compute metrics\n",
" boundaries = [50, 95, 99]\n",
" percentiles = {}\n",
"\n",
" for boundary in boundaries:\n",
" name = f'latency_p{boundary}'\n",
" percentiles[name] = np.percentile(latencies, boundary)\n",
" duration = end - begin\n",
" batch_size = 0\n",
" for tensor in example:\n",
" if batch_size == 0:\n",
" batch_size = tensor.shape[0]\n",
" inferences = len(latencies) * batch_size\n",
" throughput = inferences / duration\n",
"\n",
" # Metrics\n",
" metrics = {\n",
" 'filename': str(filename),\n",
" 'batch_size': batch_size,\n",
" 'batches': len(latencies),\n",
" 'inferences': inferences,\n",
" 'threads': n_threads,\n",
" 'models': n_models,\n",
" 'duration': duration,\n",
" 'throughput': throughput,\n",
" **percentiles,\n",
" }\n",
"\n",
" display(metrics)\n",
"\n",
"\n",
"def display(metrics):\n",
" \"\"\"\n",
" Display the metrics produced by `benchmark` function.\n",
"\n",
" Args:\n",
" metrics: A dictionary of performance statistics.\n",
" \"\"\"\n",
" pad = max(map(len, metrics)) + 1\n",
" for key, value in metrics.items():\n",
"\n",
" parts = key.split('_')\n",
" parts = list(map(str.title, parts))\n",
" title = ' '.join(parts) + \":\"\n",
"\n",
" if isinstance(value, float):\n",
" value = f'{value:0.3f}'\n",
"\n",
" print(f'{title :<{pad}} {value}')\n",
"\n",
"\n",
"# Benchmark ResNet on Neuron\n",
"benchmark(filename, image)"
]
},
{
"cell_type": "markdown",
"id": "795d2fca",
"metadata": {},
"source": [
"## Finding the optimal batch size\n",
"\n",
"Batch size has a direct impact on model performance. The NeuronCore architecture is optimized to maximize throughput with relatively small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.\n",
"\n",
"As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Neuron. To minimize latency, using `batch size = 1` will nearly always be optimal. This batch size configuration is typically used for on-demand inference applications. To maximize throughput, *usually* `1 < batch_size < 10` is optimal. A configuration which uses a larger batch size is generally ideal for batched on-demand inference or offline batch processing.\n",
"\n",
"In the following section, we compile ResNet for multiple batch size inputs. We then run inference on each batch size and benchmark the performance. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fdef1805",
"metadata": {},
"outputs": [],
"source": [
"# Compile ResNet for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" model = models.resnet50(pretrained=True)\n",
" model.eval()\n",
" example = get_image(batch_size=batch_size)\n",
" model_neuron = torch_neuronx.trace(model, example)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" torch.jit.save(model_neuron, filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ec244d4e",
"metadata": {},
"outputs": [],
"source": [
"# Benchmark ResNet for different batch sizes\n",
"for batch_size in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]:\n",
" print('-'*50)\n",
" example = get_image(batch_size=batch_size)\n",
" filename = f'model_batch_size_{batch_size}.pt'\n",
" benchmark(filename, example)\n",
" print()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (Neuron PyTorch)",
"language": "python",
"name": "pytorch_venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
</pre></body></html>
|
2023-09-29T20:54:41.917Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_downloads/7b0993cb40a112b1abc9f33f0b6335bb/benchmark_bert.py
|
```
import os
import argparse
import time
import numpy as np
import requests
import sys
from concurrent import futures
import torch
parser = argparse.ArgumentParser()
parser.add_argument('--url', help='Torchserve model URL', type=str, default=f'http://127.0.0.1:8080/predictions/bert-max_length128-batch_size6')
parser.add_argument('--num_thread', type=int, default=64, help='Number of threads invoking the model URL')
parser.add_argument('--batch_size', type=int, default=6)
parser.add_argument('--sequence_length', type=int, default=128)
parser.add_argument('--latency_window_size', type=int, default=1000)
parser.add_argument('--throughput_time', type=int, default=300)
parser.add_argument('--throughput_interval', type=int, default=10)
args = parser.parse_args()
data = { 'seq_0': 'A completely made up sentence.',
'seq_1': 'Well, I suppose they are all made up.' }
live = True
num_infer = 0
latency_list = []
def one_thread(pred, feed_data):
global latency_list
global num_infer
global live
session = requests.Session()
while True:
start = time.time()
result = session.post(pred, data=feed_data)
latency = time.time() - start
latency_list.append(latency)
num_infer += 1
if not live:
break
def current_performance():
last_num_infer = num_infer
for _ in range(args.throughput_time // args.throughput_interval):
current_num_infer = num_infer
throughput = (current_num_infer - last_num_infer) / args.throughput_interval
p50 = 0.0
p90 = 0.0
if latency_list:
p50 = np.percentile(latency_list[-args.latency_window_size:], 50)
p90 = np.percentile(latency_list[-args.latency_window_size:], 90)
print('pid {}: current throughput {}, latency p50={:.3f} p90={:.3f}'.format(os.getpid(), throughput, p50, p90))
sys.stdout.flush()
last_num_infer = current_num_infer
time.sleep(args.throughput_interval)
global live
live = False
with futures.ThreadPoolExecutor(max_workers=args.num_thread+1) as executor:
executor.submit(current_performance)
for _ in range(args.num_thread):
executor.submit(one_thread, args.url, data)
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">import os
import argparse
import time
import numpy as np
import requests
import sys
from concurrent import futures
import torch
parser = argparse.ArgumentParser()
parser.add_argument('--url', help='Torchserve model URL', type=str, default=f'http://127.0.0.1:8080/predictions/bert-max_length128-batch_size6')
parser.add_argument('--num_thread', type=int, default=64, help='Number of threads invoking the model URL')
parser.add_argument('--batch_size', type=int, default=6)
parser.add_argument('--sequence_length', type=int, default=128)
parser.add_argument('--latency_window_size', type=int, default=1000)
parser.add_argument('--throughput_time', type=int, default=300)
parser.add_argument('--throughput_interval', type=int, default=10)
args = parser.parse_args()
data = { 'seq_0': 'A completely made up sentence.',
'seq_1': 'Well, I suppose they are all made up.' }
live = True
num_infer = 0
latency_list = []
def one_thread(pred, feed_data):
global latency_list
global num_infer
global live
session = requests.Session()
while True:
start = time.time()
result = session.post(pred, data=feed_data)
latency = time.time() - start
latency_list.append(latency)
num_infer += 1
if not live:
break
def current_performance():
last_num_infer = num_infer
for _ in range(args.throughput_time // args.throughput_interval):
current_num_infer = num_infer
throughput = (current_num_infer - last_num_infer) / args.throughput_interval
p50 = 0.0
p90 = 0.0
if latency_list:
p50 = np.percentile(latency_list[-args.latency_window_size:], 50)
p90 = np.percentile(latency_list[-args.latency_window_size:], 90)
print('pid {}: current throughput {}, latency p50={:.3f} p90={:.3f}'.format(os.getpid(), throughput, p50, p90))
sys.stdout.flush()
last_num_infer = current_num_infer
time.sleep(args.throughput_interval)
global live
live = False
with futures.ThreadPoolExecutor(max_workers=args.num_thread+1) as executor:
executor.submit(current_performance)
for _ in range(args.num_thread):
executor.submit(one_thread, args.url, data)</pre></body></html>
|
2023-09-29T20:54:42.002Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.rst.txt
|
```
Additional Examples (``torch-neuronx``)
=======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/>
Transformers Neuron GitHub samples <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx>
.. include:: /frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Additional Examples (``torch-neuronx``)
=======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/>
Transformers Neuron GitHub samples <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx>
.. include:: /frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.txt</pre></body></html>
|
2023-09-29T20:54:42.074Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.rst.txt
|
```
.. _pytorch-tutorials-libtorch:
LibTorch C++ Tutorial
=========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `LibTorch <https://pytorch.org/cppdocs/installing.html>`_ with Neuron, the SDK for Amazon Inf1, Inf2 and Trn1 instances. By the end of this tutorial, you will understand how to write a native C++ application that performs inference on EC2 Inf1, Inf2 and Trn1 instances. We will use an inf1.6xlarge and a pretrained BERT-Base model to determine if one sentence is a paraphrase of another.
Notes
-----
The tutorial has been tested on Inf1, Inf2 and Trn1 instances on ubuntu instances.
Run the tutorial
----------------
This tutorial is self contained. It produces similar output to :ref:`[html] </src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.ipynb>` :pytorch-neuron-src:`[notebook] <bert_tutorial/tutorial_pretrained_bert.ipynb>`.
Note: The tutorial will use about 8.5 GB of disk space. Please ensure you have sufficient space before beginning.
Right-click and copy :download:`this link address to the tutorial archive</src/examples/pytorch/libtorch_demo.tar.gz>`.
.. code:: bash
$ wget <paste archive URL>
$ tar xvf libtorch_demo.tar.gz
Your directory tree should now look like this:
::
libtorch_demo
├── bert_neuronx
│ ├── compile.py
│ └── detect_instance.py
├── clean.sh
├── core_count
│ ├── build.sh
│ └── main.cpp
├── example_app
│ ├── build.sh
│ ├── core_count.hpp
│ ├── example_app.cpp
│ ├── README.txt
│ ├── utils.cpp
│ └── utils.hpp
├── neuron.patch
├── run_tests.sh
├── setup.sh
├── tokenizer.json
└── tokenizers_binding
├── build_python.sh
├── build.sh
├── remote_rust_tokenizer.h
├── run_python.sh
├── run.sh
├── tokenizer.json
├── tokenizer_test
├── tokenizer_test.cpp
└── tokenizer_test.py
This tutorial uses the `HuggingFace Tokenizers <https://github.com/huggingface/tokenizers>`_ library implemented in Rust.
Install Cargo, the package manager for the Rust programming language.
+----------------------------------+----------------------------------+
| Ubuntu | AL2 |
+----------------------------------+----------------------------------+
| .. code-block:: bash | .. code-block:: bash |
| | |
| $ sudo apt install -y cargo | $ sudo yum install -y cargo |
+----------------------------------+----------------------------------+
Run the setup script to download additional depdendencies and build the app. (This may take a few minutes to complete.)
.. code:: bash
$ cd libtorch_demo
$ chmod +x setup.sh && ./setup.sh
::
...
+ g++ utils.cpp example_app.cpp -o ../example-app -O2 -D_GLIBCXX_USE_CXX11_ABI=0 -I../libtorch/include -L../tokenizers_binding/lib -L/opt/aws/neuron/lib/ -L../libtorch/lib -Wl,-rpath,libtorch/lib -Wl,-rpath,tokenizers_binding/lib -Wl,-rpath,/opt/aws/neuron/lib/ -ltokenizers -ltorchneuron -ltorch_cpu -lc10 -lpthread -lnrt
~/libtorch_demo
Successfully completed setup
.. _libtorch-benchmark:
Benchmark
---------
The setup script should have compiled and saved a PyTorch model compiled for neuron (bert_neuron_b6.pt). Run the provided sanity tests to ensure everything is working properly.
.. code:: bash
$ ./run_tests.sh bert_neuron_b6.pt
::
Running tokenization sanity checks.
None of PyTorch, TensorFlow >= 2.0, or Flax have been found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
Tokenizing: 100%|██████████████████████████████████████████████████████████████████████████████████| 10000/10000 [00:00<00:00, 15021.69it/s]
Python took 0.67 seconds.
Sanity check passed.
Begin 10000 timed tests.
..........
End timed tests.
C++ took 0.226 seconds.
Tokenization sanity checks passed.
Running end-to-end sanity check.
The company HuggingFace is based in New York City
HuggingFace's headquarters are situated in Manhattan
not paraphrase: 10%
paraphrase: 90%
The company HuggingFace is based in New York City
Apples are especially bad for your health
not paraphrase: 94%
paraphrase: 6%
Sanity check passed.
Finally, run the example app directly to benchmark the BERT model.
.. note::
You can safely ignore the warning about ``None of PyTorch, Tensorflow >= 2.0, ...``. This occurs because the test runs in a small virtual environment that doesn't require the full frameworks.
.. code:: bash
$ ./example-app bert_neuron_b6.pt
::
Getting ready................
Benchmarking................
Completed 32000 operations in 43 seconds => 4465.12 pairs / second
====================
Summary information:
====================
Batch size = 6
Num neuron cores = 16
Num runs per neuron core = 2000
**Congratulations!** By now you should have successfully built and used a native C++ application with LibTorch.
Troubleshooting
---------------
* In the event of SIGBUS errors you may have insufficient disk space for the creation of temporary model files at runtime. Consider clearing space or mounting additional disk storage.
* In the event of a neuron runtime failure, confirm that the Neuron kernel module is loaded using ``sudo modprobe neuron``.
.. _libtorch-cleanup:
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _pytorch-tutorials-libtorch:
LibTorch C++ Tutorial
=========================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates the use of `LibTorch <https://pytorch.org/cppdocs/installing.html>`_ with Neuron, the SDK for Amazon Inf1, Inf2 and Trn1 instances. By the end of this tutorial, you will understand how to write a native C++ application that performs inference on EC2 Inf1, Inf2 and Trn1 instances. We will use an inf1.6xlarge and a pretrained BERT-Base model to determine if one sentence is a paraphrase of another.
Notes
-----
The tutorial has been tested on Inf1, Inf2 and Trn1 instances on ubuntu instances.
Run the tutorial
----------------
This tutorial is self contained. It produces similar output to :ref:`[html] </src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.ipynb>` :pytorch-neuron-src:`[notebook] <bert_tutorial/tutorial_pretrained_bert.ipynb>`.
Note: The tutorial will use about 8.5 GB of disk space. Please ensure you have sufficient space before beginning.
Right-click and copy :download:`this link address to the tutorial archive</src/examples/pytorch/libtorch_demo.tar.gz>`.
.. code:: bash
$ wget <paste archive URL>
$ tar xvf libtorch_demo.tar.gz
Your directory tree should now look like this:
::
libtorch_demo
├── bert_neuronx
│ ├── compile.py
│ └── detect_instance.py
├── clean.sh
├── core_count
│ ├── build.sh
│ └── main.cpp
├── example_app
│ ├── build.sh
│ ├── core_count.hpp
│ ├── example_app.cpp
│ ├── README.txt
│ ├── utils.cpp
│ └── utils.hpp
├── neuron.patch
├── run_tests.sh
├── setup.sh
├── tokenizer.json
└── tokenizers_binding
├── build_python.sh
├── build.sh
├── remote_rust_tokenizer.h
├── run_python.sh
├── run.sh
├── tokenizer.json
├── tokenizer_test
├── tokenizer_test.cpp
└── tokenizer_test.py
This tutorial uses the `HuggingFace Tokenizers <https://github.com/huggingface/tokenizers>`_ library implemented in Rust.
Install Cargo, the package manager for the Rust programming language.
+----------------------------------+----------------------------------+
| Ubuntu | AL2 |
+----------------------------------+----------------------------------+
| .. code-block:: bash | .. code-block:: bash |
| | |
| $ sudo apt install -y cargo | $ sudo yum install -y cargo |
+----------------------------------+----------------------------------+
Run the setup script to download additional depdendencies and build the app. (This may take a few minutes to complete.)
.. code:: bash
$ cd libtorch_demo
$ chmod +x setup.sh && ./setup.sh
::
...
+ g++ utils.cpp example_app.cpp -o ../example-app -O2 -D_GLIBCXX_USE_CXX11_ABI=0 -I../libtorch/include -L../tokenizers_binding/lib -L/opt/aws/neuron/lib/ -L../libtorch/lib -Wl,-rpath,libtorch/lib -Wl,-rpath,tokenizers_binding/lib -Wl,-rpath,/opt/aws/neuron/lib/ -ltokenizers -ltorchneuron -ltorch_cpu -lc10 -lpthread -lnrt
~/libtorch_demo
Successfully completed setup
.. _libtorch-benchmark:
Benchmark
---------
The setup script should have compiled and saved a PyTorch model compiled for neuron (bert_neuron_b6.pt). Run the provided sanity tests to ensure everything is working properly.
.. code:: bash
$ ./run_tests.sh bert_neuron_b6.pt
::
Running tokenization sanity checks.
None of PyTorch, TensorFlow >= 2.0, or Flax have been found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.
Tokenizing: 100%|██████████████████████████████████████████████████████████████████████████████████| 10000/10000 [00:00<00:00, 15021.69it/s]
Python took 0.67 seconds.
Sanity check passed.
Begin 10000 timed tests.
..........
End timed tests.
C++ took 0.226 seconds.
Tokenization sanity checks passed.
Running end-to-end sanity check.
The company HuggingFace is based in New York City
HuggingFace's headquarters are situated in Manhattan
not paraphrase: 10%
paraphrase: 90%
The company HuggingFace is based in New York City
Apples are especially bad for your health
not paraphrase: 94%
paraphrase: 6%
Sanity check passed.
Finally, run the example app directly to benchmark the BERT model.
.. note::
You can safely ignore the warning about ``None of PyTorch, Tensorflow >= 2.0, ...``. This occurs because the test runs in a small virtual environment that doesn't require the full frameworks.
.. code:: bash
$ ./example-app bert_neuron_b6.pt
::
Getting ready................
Benchmarking................
Completed 32000 operations in 43 seconds => 4465.12 pairs / second
====================
Summary information:
====================
Batch size = 6
Num neuron cores = 16
Num runs per neuron core = 2000
**Congratulations!** By now you should have successfully built and used a native C++ application with LibTorch.
Troubleshooting
---------------
* In the event of SIGBUS errors you may have insufficient disk space for the creation of temporary model files at runtime. Consider clearing space or mounting additional disk storage.
* In the event of a neuron runtime failure, confirm that the Neuron kernel module is loaded using ``sudo modprobe neuron``.
.. _libtorch-cleanup:
</pre></body></html>
|
2023-09-29T20:54:42.098Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.rst.txt
|
```
.. _torch_neuronx_trace_api:
PyTorch Neuron (``torch-neuronx``) Tracing API for Inference
============================================================
.. py:function:: torch_neuronx.trace(func, example_inputs, *, compiler_workdir=None, compiler_args=None)
Trace and compile operations in the ``func`` by executing it using
``example_inputs``.
This function is similar to a :func:`torch.jit.trace` since it produces a
:class:`~torch.jit.ScriptModule` that can be saved with
:func:`torch.jit.save` and reloaded with :func:`torch.jit.load`. The
resulting module is an optimized fused graph representation of the ``func``
that is *only* compatible with Neuron.
Tracing a module produces a more efficient *inference-only* version of the
model. XLA Lazy Tensor execution should be used during training. See:
:ref:`trace-vs-xla-lazytensor`
.. warning::
Currently this only supports |NeuronCore-v2| type instances
(e.g. |trn1|, inf2). To compile models compatible with |NeuronCore-v1|
(e.g. |inf1|), please see :func:`torch_neuron.trace`
:arg ~torch.nn.Module,callable func: The function/module that that will be
run using the ``example_inputs`` arguments in order to record the
computation graph.
:arg ~torch.Tensor,tuple[~torch.Tensor] example_inputs: A tuple of example
inputs that will be passed to the ``func`` while tracing.
:keyword str compiler_workdir: Work directory used by
|neuronx-cc|. This can be useful for debugging and/or inspecting
intermediary |neuronx-cc| outputs
:keyword str,list[str] compiler_args: List of strings representing
|neuronx-cc| compiler arguments. See :ref:`neuron-compiler-cli-reference-guide`
for more information about compiler options.
:returns: The traced :class:`~torch.jit.ScriptModule` with the embedded
compiled Neuron graph. Operations in this module will execute on Neuron.
:rtype: ~torch.jit.ScriptModule
.. rubric:: Notes
This function records operations using `torch-xla`_ to create a HloModule
representation of the ``func``. This fixed graph representation is
compiled to the Neuron Executable File Format (NEFF) using the |neuronx-cc|
compiler. The NEFF binary executable is embedded into an optimized
:class:`~torch.jit.ScriptModule` for `torchscript`_ execution.
In contrast to a regular :func:`torch.jit.trace` that produces a graph of
many separate operations, tracing with Neuron produces a graph with a single
fused operator that is executed entirely on device. In `torchscript`_
this appears as a stateful ``neuron::Model`` component with an associated
``neuron::forward*`` operation.
Tracing can be performed on any EC2 machine with sufficient memory and
compute resources, but inference can only be executed on a Neuron instance.
Unlike some devices (such as `torch-xla`_) that use
:meth:`~torch.Tensor.to` to move :class:`~torch.nn.parameter.Parameter` and
:class:`~torch.Tensor` data between CPU and device, upon loading a
Neuron traced :class:`~torch.jit.ScriptModule`, the model binary executable
is automatically moved to a NeuronCore. When the underlying
``neuron::Model`` is initialized after tracing or upon
:func:`torch.jit.load`, it is loaded to a Neuron device without specifying
a device or ``map_location`` argument.
Furthermore, the Neuron traced :class:`~torch.jit.ScriptModule` expects
to consume CPU tensors and produces CPU tensors. The underlying operation
performs all data transfers to and from the Neuron device without explicit
data movement. This is a significant difference from the training XLA
device mechanics since XLA operations are no longer required to
be recorded after a trace. See: :ref:`pytorch-neuronx-programming-guide`
By *default*, when multiple NeuronCores are available, every Neuron traced
model :class:`~torch.jit.ScriptModule` within in a process
is loaded to each available NeuronCore in round-robin order. This is
useful at deployment to fully utilize the Neuron hardware since it means
that multiple calls to :func:`torch.jit.load` will attempt to load to each
available NeuronCore in linear order. The default start device is chosen
according to the |nrt-configuration|.
A traced Neuron module has limitations that are not present in regular
torch modules:
- **Fixed Control Flow**: Similar to :func:`torch.jit.trace`, tracing a
model with Neuron statically preserves control flow (i.e.
``if``/``for``/``while`` statements) and will not re-evaluate the branch
conditions upon inference. If a model result is based on data-dependent
control flow, the traced function may produce inaccurate results.
- **Fixed Input Shapes**: After a function has been traced, the resulting
:class:`~torch.jit.ScriptModule` will always expect to consume tensors
of the same shape. If the tensor shapes used at inference differs
from the tensor shapes used in the ``example_inputs``, this will result in
an error. See: |bucketing|.
- **Fixed Tensor Shapes**: The intermediate tensors within the
``func`` must always stay the same shape for the same shaped inputs. This
means that certain operations which produce data-dependent
sized tensors are not supported. For example, :func:`~torch.nonzero`
produces a different tensor shape depending on the input data.
- **Fixed Data Types**: After a model has been traced, the input, output,
and intermediate data types cannot be changed without recompiling.
- **Device Compatibility**: Due to Neuron using a specialized compiled
format (NEFF), a model traced with Neuron can no longer be executed in any
non-Neuron environment.
- **Operator Support**: If an operator is unsupported by `torch-xla`_, then
this will throw an exception.
.. rubric:: Examples
*Function Compilation*
.. code-block:: python
import torch
import torch_neuronx
def func(x, y):
return 2 * x + y
example_inputs = torch.rand(3), torch.rand(3)
# Runs `func` with the provided inputs and records the tensor operations
trace = torch_neuronx.trace(func, example_inputs)
# `trace` can now be run with the TorchScript interpreter or saved
# and loaded in a Python-free environment
torch.jit.save(trace, 'func.pt')
# Executes on a NeuronCore
loaded = torch.jit.load('func.pt')
loaded(torch.rand(3), torch.rand(3))
*Module Compilation*
.. code-block:: python
import torch
import torch_neuronx
import torch.nn as nn
class Model(nn.Module):
def __init__(self):
super().__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
model = Model()
model.eval()
example_inputs = torch.rand(1, 1, 3, 3)
# Traces the forward method and constructs a `ScriptModule`
trace = torch_neuronx.trace(model, example_inputs)
torch.jit.save(trace, 'model.pt')
# Executes on a NeuronCore
loaded = torch.jit.load('model.pt')
loaded(torch.rand(1, 1, 3, 3))
.. |neuron-cc| replace:: :ref:`neuron-cc <neuron-compiler-cli-reference>`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. |NeuronCore-v1| replace:: :ref:`NeuronCore-v1 <neuroncores-v1-arch>`
.. |NeuronCore-v2| replace:: :ref:`NeuronCore-v2 <neuroncores-v2-arch>`
.. |HloModule| replace:: HloModule
.. |inf1| replace:: :ref:`inf1 <aws-inf1-arch>`
.. |trn1| replace:: :ref:`trn1 <aws-trn1-arch>`
.. |bucketing| replace:: :ref:`bucketing_app_note`
.. |nrt-configuration| replace:: :ref:`nrt-configuration`
.. _torch-xla: https://github.com/pytorch/xla
.. _torchscript: https://pytorch.org/docs/stable/jit.html
.. _torch-neuronx-dynamic-batching:
Dynamic Batching
~~~~~~~~~~~~~~~~
.. py:function:: torch_neuronx.dynamic_batch(neuron_script)
Enables a compiled Neuron model to be called with variable sized batches.
When tracing with Neuron, usually a model can only consume tensors that are the same size as the example tensor used in the :func:`torch_neuronx.trace` call. Enabling dynamic batching allows a model to consume inputs that may be either smaller or larger than the original trace-time tensor size. Internally, dynamic batching splits & pads an input batch into chunks of size equal to the original trace-time tensor size. These chunks are passed to the underlying model(s). Compared to serial inference, the expected runtime scales by ``ceil(inference_batch_size / trace_batch_size) / neuron_cores``.
This function modifies the ``neuron_script`` network in-place. The returned result is a reference to the modified input.
Dynamic batching is only supported by chunking inputs along the 0th dimension. A network that uses a non-0 batch dimension is incompatible with dynamic batching. Upon inference, inputs whose shapes differ from the compile-time shape in a non-0 dimension will raise a ValueError. For example, take a model was traced with a single example input of size ``[2, 3, 5]``. At inference time, when dynamic batching is enabled, a batch of size ``[3, 3, 5]`` is *valid* while a batch of size ``[2, 7, 5]`` is *invalid* due to changing a non-0 dimension.
Dynamic batching is only supported when the 0th dimension is the same size for all inputs. For example, this means that dynamic batching would not be applicable to a network which consumed two inputs with shapes ``[1, 2]`` and ``[3, 2]`` since the 0th dimension is different. Similarly, at inference time, the 0th dimension batch size for all inputs must be identical otherwise a ValueError will be raised.
*Required Arguments*
:arg ~torch.jit.ScriptModule neuron_script: The neuron traced :class:`~torch.jit.ScriptModule` with the
embedded compiled neuron graph. This is the output of :func:`torch_neuronx.trace`.
:returns: The traced :class:`~torch.jit.ScriptModule` with the embedded
compiled neuron graph. The same type as the input, but with dynamic_batch enabled in the neuron graph.
:rtype: ~torch.jit.ScriptModule
.. code-block:: python
import torch
import torch_neuronx
import torch.nn as nn
class Net(nn.Module):
def __init__(self):
super(Net, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
n = Net()
n.eval()
inputs = torch.rand(1, 1, 3, 3)
inputs_batch_8 = torch.rand(8, 1, 3, 3)
# Trace a neural network with input batch size of 1
neuron_net = torch_neuronx.trace(n, inputs)
# Enable the dynamic batch size feature so the traced network
# can consume variable sized batch inputs
neuron_net_dynamic_batch = torch_neuronx.dynamic_batch(neuron_net)
# Run inference on inputs with batch size of 8
# different than the batch size used in compilation (tracing)
ouput_batch_8 = neuron_net_dynamic_batch(inputs_batch_8)
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_trace_api:
PyTorch Neuron (``torch-neuronx``) Tracing API for Inference
============================================================
.. py:function:: torch_neuronx.trace(func, example_inputs, *, compiler_workdir=None, compiler_args=None)
Trace and compile operations in the ``func`` by executing it using
``example_inputs``.
This function is similar to a :func:`torch.jit.trace` since it produces a
:class:`~torch.jit.ScriptModule` that can be saved with
:func:`torch.jit.save` and reloaded with :func:`torch.jit.load`. The
resulting module is an optimized fused graph representation of the ``func``
that is *only* compatible with Neuron.
Tracing a module produces a more efficient *inference-only* version of the
model. XLA Lazy Tensor execution should be used during training. See:
:ref:`trace-vs-xla-lazytensor`
.. warning::
Currently this only supports |NeuronCore-v2| type instances
(e.g. |trn1|, inf2). To compile models compatible with |NeuronCore-v1|
(e.g. |inf1|), please see :func:`torch_neuron.trace`
:arg ~torch.nn.Module,callable func: The function/module that that will be
run using the ``example_inputs`` arguments in order to record the
computation graph.
:arg ~torch.Tensor,tuple[~torch.Tensor] example_inputs: A tuple of example
inputs that will be passed to the ``func`` while tracing.
:keyword str compiler_workdir: Work directory used by
|neuronx-cc|. This can be useful for debugging and/or inspecting
intermediary |neuronx-cc| outputs
:keyword str,list[str] compiler_args: List of strings representing
|neuronx-cc| compiler arguments. See :ref:`neuron-compiler-cli-reference-guide`
for more information about compiler options.
:returns: The traced :class:`~torch.jit.ScriptModule` with the embedded
compiled Neuron graph. Operations in this module will execute on Neuron.
:rtype: ~torch.jit.ScriptModule
.. rubric:: Notes
This function records operations using `torch-xla`_ to create a HloModule
representation of the ``func``. This fixed graph representation is
compiled to the Neuron Executable File Format (NEFF) using the |neuronx-cc|
compiler. The NEFF binary executable is embedded into an optimized
:class:`~torch.jit.ScriptModule` for `torchscript`_ execution.
In contrast to a regular :func:`torch.jit.trace` that produces a graph of
many separate operations, tracing with Neuron produces a graph with a single
fused operator that is executed entirely on device. In `torchscript`_
this appears as a stateful ``neuron::Model`` component with an associated
``neuron::forward*`` operation.
Tracing can be performed on any EC2 machine with sufficient memory and
compute resources, but inference can only be executed on a Neuron instance.
Unlike some devices (such as `torch-xla`_) that use
:meth:`~torch.Tensor.to` to move :class:`~torch.nn.parameter.Parameter` and
:class:`~torch.Tensor` data between CPU and device, upon loading a
Neuron traced :class:`~torch.jit.ScriptModule`, the model binary executable
is automatically moved to a NeuronCore. When the underlying
``neuron::Model`` is initialized after tracing or upon
:func:`torch.jit.load`, it is loaded to a Neuron device without specifying
a device or ``map_location`` argument.
Furthermore, the Neuron traced :class:`~torch.jit.ScriptModule` expects
to consume CPU tensors and produces CPU tensors. The underlying operation
performs all data transfers to and from the Neuron device without explicit
data movement. This is a significant difference from the training XLA
device mechanics since XLA operations are no longer required to
be recorded after a trace. See: :ref:`pytorch-neuronx-programming-guide`
By *default*, when multiple NeuronCores are available, every Neuron traced
model :class:`~torch.jit.ScriptModule` within in a process
is loaded to each available NeuronCore in round-robin order. This is
useful at deployment to fully utilize the Neuron hardware since it means
that multiple calls to :func:`torch.jit.load` will attempt to load to each
available NeuronCore in linear order. The default start device is chosen
according to the |nrt-configuration|.
A traced Neuron module has limitations that are not present in regular
torch modules:
- **Fixed Control Flow**: Similar to :func:`torch.jit.trace`, tracing a
model with Neuron statically preserves control flow (i.e.
``if``/``for``/``while`` statements) and will not re-evaluate the branch
conditions upon inference. If a model result is based on data-dependent
control flow, the traced function may produce inaccurate results.
- **Fixed Input Shapes**: After a function has been traced, the resulting
:class:`~torch.jit.ScriptModule` will always expect to consume tensors
of the same shape. If the tensor shapes used at inference differs
from the tensor shapes used in the ``example_inputs``, this will result in
an error. See: |bucketing|.
- **Fixed Tensor Shapes**: The intermediate tensors within the
``func`` must always stay the same shape for the same shaped inputs. This
means that certain operations which produce data-dependent
sized tensors are not supported. For example, :func:`~torch.nonzero`
produces a different tensor shape depending on the input data.
- **Fixed Data Types**: After a model has been traced, the input, output,
and intermediate data types cannot be changed without recompiling.
- **Device Compatibility**: Due to Neuron using a specialized compiled
format (NEFF), a model traced with Neuron can no longer be executed in any
non-Neuron environment.
- **Operator Support**: If an operator is unsupported by `torch-xla`_, then
this will throw an exception.
.. rubric:: Examples
*Function Compilation*
.. code-block:: python
import torch
import torch_neuronx
def func(x, y):
return 2 * x + y
example_inputs = torch.rand(3), torch.rand(3)
# Runs `func` with the provided inputs and records the tensor operations
trace = torch_neuronx.trace(func, example_inputs)
# `trace` can now be run with the TorchScript interpreter or saved
# and loaded in a Python-free environment
torch.jit.save(trace, 'func.pt')
# Executes on a NeuronCore
loaded = torch.jit.load('func.pt')
loaded(torch.rand(3), torch.rand(3))
*Module Compilation*
.. code-block:: python
import torch
import torch_neuronx
import torch.nn as nn
class Model(nn.Module):
def __init__(self):
super().__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
model = Model()
model.eval()
example_inputs = torch.rand(1, 1, 3, 3)
# Traces the forward method and constructs a `ScriptModule`
trace = torch_neuronx.trace(model, example_inputs)
torch.jit.save(trace, 'model.pt')
# Executes on a NeuronCore
loaded = torch.jit.load('model.pt')
loaded(torch.rand(1, 1, 3, 3))
.. |neuron-cc| replace:: :ref:`neuron-cc <neuron-compiler-cli-reference>`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. |NeuronCore-v1| replace:: :ref:`NeuronCore-v1 <neuroncores-v1-arch>`
.. |NeuronCore-v2| replace:: :ref:`NeuronCore-v2 <neuroncores-v2-arch>`
.. |HloModule| replace:: HloModule
.. |inf1| replace:: :ref:`inf1 <aws-inf1-arch>`
.. |trn1| replace:: :ref:`trn1 <aws-trn1-arch>`
.. |bucketing| replace:: :ref:`bucketing_app_note`
.. |nrt-configuration| replace:: :ref:`nrt-configuration`
.. _torch-xla: https://github.com/pytorch/xla
.. _torchscript: https://pytorch.org/docs/stable/jit.html
.. _torch-neuronx-dynamic-batching:
Dynamic Batching
~~~~~~~~~~~~~~~~
.. py:function:: torch_neuronx.dynamic_batch(neuron_script)
Enables a compiled Neuron model to be called with variable sized batches.
When tracing with Neuron, usually a model can only consume tensors that are the same size as the example tensor used in the :func:`torch_neuronx.trace` call. Enabling dynamic batching allows a model to consume inputs that may be either smaller or larger than the original trace-time tensor size. Internally, dynamic batching splits & pads an input batch into chunks of size equal to the original trace-time tensor size. These chunks are passed to the underlying model(s). Compared to serial inference, the expected runtime scales by ``ceil(inference_batch_size / trace_batch_size) / neuron_cores``.
This function modifies the ``neuron_script`` network in-place. The returned result is a reference to the modified input.
Dynamic batching is only supported by chunking inputs along the 0th dimension. A network that uses a non-0 batch dimension is incompatible with dynamic batching. Upon inference, inputs whose shapes differ from the compile-time shape in a non-0 dimension will raise a ValueError. For example, take a model was traced with a single example input of size ``[2, 3, 5]``. At inference time, when dynamic batching is enabled, a batch of size ``[3, 3, 5]`` is *valid* while a batch of size ``[2, 7, 5]`` is *invalid* due to changing a non-0 dimension.
Dynamic batching is only supported when the 0th dimension is the same size for all inputs. For example, this means that dynamic batching would not be applicable to a network which consumed two inputs with shapes ``[1, 2]`` and ``[3, 2]`` since the 0th dimension is different. Similarly, at inference time, the 0th dimension batch size for all inputs must be identical otherwise a ValueError will be raised.
*Required Arguments*
:arg ~torch.jit.ScriptModule neuron_script: The neuron traced :class:`~torch.jit.ScriptModule` with the
embedded compiled neuron graph. This is the output of :func:`torch_neuronx.trace`.
:returns: The traced :class:`~torch.jit.ScriptModule` with the embedded
compiled neuron graph. The same type as the input, but with dynamic_batch enabled in the neuron graph.
:rtype: ~torch.jit.ScriptModule
.. code-block:: python
import torch
import torch_neuronx
import torch.nn as nn
class Net(nn.Module):
def __init__(self):
super(Net, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
n = Net()
n.eval()
inputs = torch.rand(1, 1, 3, 3)
inputs_batch_8 = torch.rand(8, 1, 3, 3)
# Trace a neural network with input batch size of 1
neuron_net = torch_neuronx.trace(n, inputs)
# Enable the dynamic batch size feature so the traced network
# can consume variable sized batch inputs
neuron_net_dynamic_batch = torch_neuronx.dynamic_batch(neuron_net)
# Run inference on inputs with batch size of 8
# different than the batch size used in compilation (tracing)
ouput_batch_8 = neuron_net_dynamic_batch(inputs_batch_8)
</pre></body></html>
|
2023-09-29T20:54:42.114Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.rst.txt
|
```
.. _torch_neuronx_core_placement_api:
PyTorch Neuron (``torch-neuronx``) NeuronCore Placement APIs **[Experimental]**
===============================================================================
.. warning::
The following functionality is experimental and **will not be supported** in
future releases of the NeuronSDK. This module serves only as a preview for
future functionality. In future releases, equivalent functionality may
be moved directly to the :code:`torch_neuronx` module and will no longer be
available in the :code:`torch_neuronx.experimental` module.
Functions which enable placement of :class:`torch.jit.ScriptModule` to specific
NeuronCores. Two sets of functions are provided which can be used
interchangeably but have different performance characteristics and advantages:
- The :func:`~torch_neuronx.experimental.multicore_context` &
:func:`~torch_neuronx.experimental.neuron_cores_context` functions are context
managers that allow a model to be placed on a given NeuronCore *only* at
:func:`torch.jit.load` time. These functions are the most efficient way of
loading a model since the model is loaded directly to a NeuronCore. The
alternative functions described below require that a model is unloaded from
one core and then reloaded to another.
- The :func:`~torch_neuronx.experimental.set_multicore` &
:func:`~torch_neuronx.experimental.set_neuron_cores` functions allow a model
that has already been loaded to a NeuronCore to be moved to a different
NeuronCore. This functionality is less efficient than directly loading a model
to a NeuronCore within a context manager but allows device placement to be
fully dynamic at runtime. This is analogous to the :meth:`torch.nn.Module.to`
function for device placement.
.. important::
A prerequisite to enable placement functionality is that
the loaded :class:`torch.jit.ScriptModule` has already been compiled with
the :func:`torch_neuronx.trace` API. Attempting to place a regular
:class:`torch.nn.Module` onto a NeuronCore prior to compilation will do
nothing.
.. py:function:: torch_neuronx.experimental.set_neuron_cores(trace: torch.jit.ScriptModule, start_nc: int=-1, nc_count: int=-1)
Set the NeuronCore start/count for all Neuron subgraphs in a torch Module.
This will unload the model from an existing NeuronCore if it is already
loaded.
*Requires Torch 1.8+*
:arg ~torch.jit.ScriptModule trace: A torch module which contains one or more Neuron subgraphs.
:keyword int start_nc: The starting NeuronCore index where the Module is placed. The
value ``-1`` automatically loads to the optimal NeuronCore (least
used). Note that this index is always relative to NeuronCores
visible to this process.
:keyword int nc_count: The number of NeuronCores to use. The value ``-1``
will load a model to exactly one NeuronCore. If ``nc_count``
is greater than than one, the model will be replicated across multiple
NeuronCores.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
:raises [ValueError]: If the ``nc_count`` is an invalid number of NeuronCores.
.. rubric:: Examples
*Single Load*: Move a model to the first visible NeuronCore after
loading.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model, start_nc=0, nc_count=1)
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
*Multiple Core Replication*: Replicate a model to 2 NeuronCores after
loading. This allows a single :class:`torch.jit.ScriptModule` to
use multiple NeuronCores by running round-robin executions.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model, start_nc=2, nc_count=2)
model(example) # Executes on NeuronCore 2
model(example) # Executes on NeuronCore 3
model(example) # Executes on NeuronCore 2
*Multiple Model Load*: Move and pin 2 models to separate NeuronCores.
This causes each :class:`torch.jit.ScriptModule` to always execute on
a specific NeuronCore.
.. code-block:: python
model1 = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model1, start_nc=2)
model2 = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model2, start_nc=0)
model1(example) # Executes on NeuronCore 2
model1(example) # Executes on NeuronCore 2
model2(example) # Executes on NeuronCore 0
model2(example) # Executes on NeuronCore 0
.. py:function:: torch_neuronx.experimental.set_multicore(trace: torch.jit.ScriptModule)
Loads all Neuron subgraphs in a torch Module to all visible NeuronCores.
This loads each Neuron subgraph within a :class:`torch.jit.ScriptModule`
to multiple NeuronCores without requiring multiple calls to
:func:`torch.jit.load`. This allows a single
:class:`torch.jit.ScriptModule` to use multiple NeuronCores for
concurrent threadsafe inferences. Executions use a round-robin strategy
to distribute across NeuronCores.
This will unload the model from an existing NeuronCore if it is already
loaded.
*Requires Torch 1.8+*
:arg ~torch.jit.ScriptModule trace: A torch module which contains one or more Neuron subgraphs.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
.. rubric:: Examples
*Multiple Core Replication*: Move a model across all visible
NeuronCores after loading. This allows a single
:class:`torch.jit.ScriptModule` to use all NeuronCores by
running round-robin executions.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_multicore(model)
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 1
model(example) # Executes on NeuronCore 2
.. py:function:: torch_neuronx.experimental.neuron_cores_context(start_nc: int=-1, nc_count: int=-1)
A context which sets the NeuronCore start/count for Neuron models loaded
with :func:`torch.jit.load`.
This context manager may only be used when loading a model with
:func:`torch.jit.load`. A model which has already been loaded into memory
will not be affected by this context manager. Furthermore, after loading the
model, inferences do not need to occur in this context in order to use the
correct NeuronCores.
Note that this context is *not* threadsafe. Using multiple core placement
contexts from multiple threads may not correctly place models.
:keyword int start_nc: The starting NeuronCore index where the Module is placed. The
value ``-1`` automatically loads to the optimal NeuronCore (least
used). Note that this index is always relative to NeuronCores
visible to this process.
:keyword int nc_count: The number of NeuronCores to use. The value ``-1``
will load a model to exactly one NeuronCore. If ``nc_count``
is greater than than one, the model will be replicated across multiple
NeuronCores.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
:raises [ValueError]: If the ``nc_count`` is an invalid number of NeuronCores.
.. rubric:: Examples
*Single Load*: Directly load a model from disk to the first visible
NeuronCore.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=0, nc_count=1):
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
*Multiple Core Replication*: Directly load a model from disk to 2
NeuronCores. This allows a single :class:`torch.jit.ScriptModule` to
use multiple NeuronCores by running round-robin executions.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=2, nc_count=2):
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 2
model(example) # Executes on NeuronCore 3
model(example) # Executes on NeuronCore 2
*Multiple Model Load*: Directly load 2 models from disk and pin them to
separate NeuronCores. This causes each :class:`torch.jit.ScriptModule`
to always execute on a specific NeuronCore.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=2):
model1 = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
with torch_neuronx.experimental.neuron_cores_context(start_nc=0):
model2 = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model1(example) # Executes on NeuronCore 2
model1(example) # Executes on NeuronCore 2
model2(example) # Executes on NeuronCore 0
model2(example) # Executes on NeuronCore 0
.. py:function:: torch_neuronx.experimental.multicore_context()
A context manager which loads models to all visible NeuronCores for Neuron
models loaded with :func:`torch.jit.load`.
This loads each Neuron subgraph within a :class:`torch.jit.ScriptModule`
to multiple NeuronCores without requiring multiple calls to
:func:`torch.jit.load`. This allows a single
:class:`torch.jit.ScriptModule` to use multiple NeuronCores for
concurrent threadsafe inferences. Executions use a round-robin strategy
to distribute across NeuronCores.
This context manager may only be used when loading a model with
:func:`torch.jit.load`. A model which has already been loaded into memory
will not be affected by this context manager. Furthermore, after loading the
model, inferences do not need to occur in this context in order to use the
correct NeuronCores.
Note that this context is *not* threadsafe. Using multiple core placement
contexts from multiple threads may not correctly place models.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
.. rubric:: Examples
*Multiple Core Replication*: Directly load a model to all visible
NeuronCores. This allows a single :class:`torch.jit.ScriptModule`
to use all NeuronCores by running round-robin executions.
.. code-block:: python
with torch_neuronx.experimental.multicore_context():
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 1
model(example) # Executes on NeuronCore 2
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_core_placement_api:
PyTorch Neuron (``torch-neuronx``) NeuronCore Placement APIs **[Experimental]**
===============================================================================
.. warning::
The following functionality is experimental and **will not be supported** in
future releases of the NeuronSDK. This module serves only as a preview for
future functionality. In future releases, equivalent functionality may
be moved directly to the :code:`torch_neuronx` module and will no longer be
available in the :code:`torch_neuronx.experimental` module.
Functions which enable placement of :class:`torch.jit.ScriptModule` to specific
NeuronCores. Two sets of functions are provided which can be used
interchangeably but have different performance characteristics and advantages:
- The :func:`~torch_neuronx.experimental.multicore_context` &
:func:`~torch_neuronx.experimental.neuron_cores_context` functions are context
managers that allow a model to be placed on a given NeuronCore *only* at
:func:`torch.jit.load` time. These functions are the most efficient way of
loading a model since the model is loaded directly to a NeuronCore. The
alternative functions described below require that a model is unloaded from
one core and then reloaded to another.
- The :func:`~torch_neuronx.experimental.set_multicore` &
:func:`~torch_neuronx.experimental.set_neuron_cores` functions allow a model
that has already been loaded to a NeuronCore to be moved to a different
NeuronCore. This functionality is less efficient than directly loading a model
to a NeuronCore within a context manager but allows device placement to be
fully dynamic at runtime. This is analogous to the :meth:`torch.nn.Module.to`
function for device placement.
.. important::
A prerequisite to enable placement functionality is that
the loaded :class:`torch.jit.ScriptModule` has already been compiled with
the :func:`torch_neuronx.trace` API. Attempting to place a regular
:class:`torch.nn.Module` onto a NeuronCore prior to compilation will do
nothing.
.. py:function:: torch_neuronx.experimental.set_neuron_cores(trace: torch.jit.ScriptModule, start_nc: int=-1, nc_count: int=-1)
Set the NeuronCore start/count for all Neuron subgraphs in a torch Module.
This will unload the model from an existing NeuronCore if it is already
loaded.
*Requires Torch 1.8+*
:arg ~torch.jit.ScriptModule trace: A torch module which contains one or more Neuron subgraphs.
:keyword int start_nc: The starting NeuronCore index where the Module is placed. The
value ``-1`` automatically loads to the optimal NeuronCore (least
used). Note that this index is always relative to NeuronCores
visible to this process.
:keyword int nc_count: The number of NeuronCores to use. The value ``-1``
will load a model to exactly one NeuronCore. If ``nc_count``
is greater than than one, the model will be replicated across multiple
NeuronCores.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
:raises [ValueError]: If the ``nc_count`` is an invalid number of NeuronCores.
.. rubric:: Examples
*Single Load*: Move a model to the first visible NeuronCore after
loading.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model, start_nc=0, nc_count=1)
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
*Multiple Core Replication*: Replicate a model to 2 NeuronCores after
loading. This allows a single :class:`torch.jit.ScriptModule` to
use multiple NeuronCores by running round-robin executions.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model, start_nc=2, nc_count=2)
model(example) # Executes on NeuronCore 2
model(example) # Executes on NeuronCore 3
model(example) # Executes on NeuronCore 2
*Multiple Model Load*: Move and pin 2 models to separate NeuronCores.
This causes each :class:`torch.jit.ScriptModule` to always execute on
a specific NeuronCore.
.. code-block:: python
model1 = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model1, start_nc=2)
model2 = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_neuron_cores(model2, start_nc=0)
model1(example) # Executes on NeuronCore 2
model1(example) # Executes on NeuronCore 2
model2(example) # Executes on NeuronCore 0
model2(example) # Executes on NeuronCore 0
.. py:function:: torch_neuronx.experimental.set_multicore(trace: torch.jit.ScriptModule)
Loads all Neuron subgraphs in a torch Module to all visible NeuronCores.
This loads each Neuron subgraph within a :class:`torch.jit.ScriptModule`
to multiple NeuronCores without requiring multiple calls to
:func:`torch.jit.load`. This allows a single
:class:`torch.jit.ScriptModule` to use multiple NeuronCores for
concurrent threadsafe inferences. Executions use a round-robin strategy
to distribute across NeuronCores.
This will unload the model from an existing NeuronCore if it is already
loaded.
*Requires Torch 1.8+*
:arg ~torch.jit.ScriptModule trace: A torch module which contains one or more Neuron subgraphs.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
.. rubric:: Examples
*Multiple Core Replication*: Move a model across all visible
NeuronCores after loading. This allows a single
:class:`torch.jit.ScriptModule` to use all NeuronCores by
running round-robin executions.
.. code-block:: python
model = torch.jit.load('example_neuron_model.pt')
torch_neuronx.experimental.set_multicore(model)
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 1
model(example) # Executes on NeuronCore 2
.. py:function:: torch_neuronx.experimental.neuron_cores_context(start_nc: int=-1, nc_count: int=-1)
A context which sets the NeuronCore start/count for Neuron models loaded
with :func:`torch.jit.load`.
This context manager may only be used when loading a model with
:func:`torch.jit.load`. A model which has already been loaded into memory
will not be affected by this context manager. Furthermore, after loading the
model, inferences do not need to occur in this context in order to use the
correct NeuronCores.
Note that this context is *not* threadsafe. Using multiple core placement
contexts from multiple threads may not correctly place models.
:keyword int start_nc: The starting NeuronCore index where the Module is placed. The
value ``-1`` automatically loads to the optimal NeuronCore (least
used). Note that this index is always relative to NeuronCores
visible to this process.
:keyword int nc_count: The number of NeuronCores to use. The value ``-1``
will load a model to exactly one NeuronCore. If ``nc_count``
is greater than than one, the model will be replicated across multiple
NeuronCores.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
:raises [ValueError]: If the ``nc_count`` is an invalid number of NeuronCores.
.. rubric:: Examples
*Single Load*: Directly load a model from disk to the first visible
NeuronCore.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=0, nc_count=1):
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 0
*Multiple Core Replication*: Directly load a model from disk to 2
NeuronCores. This allows a single :class:`torch.jit.ScriptModule` to
use multiple NeuronCores by running round-robin executions.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=2, nc_count=2):
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 2
model(example) # Executes on NeuronCore 3
model(example) # Executes on NeuronCore 2
*Multiple Model Load*: Directly load 2 models from disk and pin them to
separate NeuronCores. This causes each :class:`torch.jit.ScriptModule`
to always execute on a specific NeuronCore.
.. code-block:: python
with torch_neuronx.experimental.neuron_cores_context(start_nc=2):
model1 = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
with torch_neuronx.experimental.neuron_cores_context(start_nc=0):
model2 = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model1(example) # Executes on NeuronCore 2
model1(example) # Executes on NeuronCore 2
model2(example) # Executes on NeuronCore 0
model2(example) # Executes on NeuronCore 0
.. py:function:: torch_neuronx.experimental.multicore_context()
A context manager which loads models to all visible NeuronCores for Neuron
models loaded with :func:`torch.jit.load`.
This loads each Neuron subgraph within a :class:`torch.jit.ScriptModule`
to multiple NeuronCores without requiring multiple calls to
:func:`torch.jit.load`. This allows a single
:class:`torch.jit.ScriptModule` to use multiple NeuronCores for
concurrent threadsafe inferences. Executions use a round-robin strategy
to distribute across NeuronCores.
This context manager may only be used when loading a model with
:func:`torch.jit.load`. A model which has already been loaded into memory
will not be affected by this context manager. Furthermore, after loading the
model, inferences do not need to occur in this context in order to use the
correct NeuronCores.
Note that this context is *not* threadsafe. Using multiple core placement
contexts from multiple threads may not correctly place models.
:raises [RuntimeError]: If the Neuron runtime cannot be initialized.
.. rubric:: Examples
*Multiple Core Replication*: Directly load a model to all visible
NeuronCores. This allows a single :class:`torch.jit.ScriptModule`
to use all NeuronCores by running round-robin executions.
.. code-block:: python
with torch_neuronx.experimental.multicore_context():
model = torch.jit.load('example_neuron_model.pt') # Load must occur within the context
model(example) # Executes on NeuronCore 0
model(example) # Executes on NeuronCore 1
model(example) # Executes on NeuronCore 2
</pre></body></html>
|
2023-09-29T20:54:42.188Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.rst.txt
|
```
.. _torch_neuronx_core_placement_guide:
NeuronCore Allocation and Model Placement for Inference (|torch-neuronx|)
=========================================================================
This programming guide describes the how to allocate NeuronCores to processes
and place models onto specific NeuronCores. The models in this guide are
expected to have been traced with with :func:`torch_neuronx.trace`.
.. warning::
This guide is **not** applicable to NeuronCore placement using XLA
LazyTensor device execution. See: :ref:`trace-vs-xla-lazytensor`
In order of precedence, the recommendation is to use the following placement
techniques:
1. For nearly all regular models, default core placement should be used to take
control of all cores for a single process.
2. For applications using multiple processes, default core placement should be
used in conjunction with ``NEURON_RT_NUM_CORES`` (:ref:`torch_neuronx_placement_default`)
3. For more granular control, then the experimental explicit placement APIs may
be used (:ref:`torch_neuronx_placement_explicit`).
.. contents:: Table of Contents
:depth: 3
The following guide will assume a machine with 8 NeuronCores:
- NeuronCores will use the notation ``nc0``, ``nc1``, etc.
- Models will use the notation ``m0``, ``m1`` etc.
NeuronCores and model allocations will be displayed in the following format:
.. raw:: html
:file: images/0-0-legend-neuronx.svg
The actual cores that are visible to the process can be adjusted according to
the :ref:`nrt-configuration`.
Unlike |torch-neuron| (with |neuron-cc|) instances, |torch-neuronx| (with
|neuronx-cc|) does not support :ref:`neuroncore-pipeline`. This simplifies
model core allocations since it means that model pipelines will likely not span
across multiple NeuronCores.
.. _torch_neuronx_placement_default:
Default Core Allocation & Placement
-----------------------------------
The most basic requirement of an inference application is to be able to place a
single model on a single NeuronCore. More complex applications may use multiple
NeuronCores or even multiple processes each executing different models. The
important thing to note about designing an inference application is that a
single NeuronCore will always be allocated to a single process. *Processes do
not share NeuronCores*. Different configurations can be used to ensure that
an application process has enough NeuronCores allocated to execute its model(s):
- Default: A process will attempt to take ownership of **all NeuronCores**
visible on the instance. This should be used when an instance is only running
a single inference process since no other process will be allowed to take
ownership of any NeuronCores.
- ``NEURON_RT_NUM_CORES``: Specify the **number of NeuronCores** to allocate
to the process. This places no restrictions on which NeuronCores will be used,
however, the resulting NeuronCores will always be contiguous. This should be
used in multi-process applications where each process should only use a subset
of NeuronCores.
- ``NEURON_RT_VISIBLE_CORES``: Specifies exactly **which NeuronCores** are
allocated to the process by index. Similar to ``NEURON_RT_NUM_CORES``, this
can be used in multi-process applications where each process should only use a
subset of NeuronCores. This provides more fined-grained controls over the
exact NeuronCores that are allocated to a given process.
See the :ref:`nrt-configuration` for more environment variable details.
Example: Default
^^^^^^^^^^^^^^^^
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
.. raw:: html
:file: images/0-1-default-2.svg
With no environment configuration, the process will take ownership of all
NeuronCores. In this example, only two of the NeuronCores are used by the
process and the remaining are allocated but left idle.
Example: ``NEURON_RT_NUM_CORES``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '2'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
.. raw:: html
:file: images/0-2-default-rt-num-cores.svg
Since there is no other process on the instance, only the first 2 NeuronCores
will be acquired by the process. Models load in a simple linear order to the
least used NeuronCores.
Example: ``NEURON_RT_VISIBLE_CORES``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_VISIBLE_CORES = '4-5'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc4
m1 = torch.jit.load('model.pt') # Loads to nc5
.. raw:: html
:file: images/0-3-default-rt-visible-cores.svg
Unlike ``NEURON_RT_NUM_CORES``, setting the visible NeuronCores allows the
process to take control of a specific contiguous set. This allows an application
to have a more fine-grained control of where models will be placed.
Example: Multiple Processes
^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '2'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
In this example, if the script is run **twice**, the following allocations
will be made:
.. raw:: html
:file: images/0-5-default-multiprocess.svg
Note that each process will take ownership of as many NeuronCores as is
specified by the ``NEURON_RT_NUM_CORES`` configuration.
.. _torch_neuronx_placement_explicit:
Experimental: Explicit Core Placement
-------------------------------------
The ``torch_neuronx`` framework allows can be found in the
:ref:`torch_neuronx_core_placement_api` documentation.
Example: Manual Core Selection
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The most direct usage of the placement APIs is to manually select the
start NeuronCore that each model is loaded to.
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '4'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
# NOTE: Order of loads does NOT matter
with torch_neuronx.experimental.neuron_cores_context(start_nc=3):
m0 = torch.jit.load('model.pt') # Loads to nc3
with torch_neuronx.experimental.neuron_cores_context(start_nc=0, nc_count=2):
m1 = torch.jit.load('model.pt') # Loads replicas to nc0 and nc1
example = torch.rand(1, 3, 224, 224)
m1(example) # Executes on nc3
m1(example) # Executes on nc3
m0(example) # Executes on nc0
m0(example) # Executes on nc1
m0(example) # Executes on nc0
.. raw:: html
:file: images/8-models-m0-3-m1-1-2.svg
Example: Automatic Multicore
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Using explicit core placement it is possible to replicate a model to multiple
NeuronCores simultaneously. This means that a single model object within python
can utilize all available NeuronCores (or NeuronCores allocated to the process).
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '8'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
with torch_neuronx.experimental.multicore_context():
m0 = torch.jit.load('model.pt') # Loads replications to nc0-nc7
example = torch.rand(1, 3, 224, 224)
m0(example) # Executes on nc0
m0(example) # Executes on nc1
.. raw:: html
:file: images/6-multicore.svg
To make full use of a model that has been loaded to multiple NeuronCores,
multiple threads should be used to run inferences in parallel.
.. |neuron-cc| replace:: :ref:`neuron-cc <neuron-compiler-cli-reference>`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. |torch-neuron| replace:: :ref:`torch-neuron <inference-torch-neuron>`
.. |torch-neuronx| replace:: :ref:`torch-neuronx <inference-torch-neuronx>`
.. |Inf1| replace:: :ref:`Inf1 <aws-inf1-arch>`
.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_core_placement_guide:
NeuronCore Allocation and Model Placement for Inference (|torch-neuronx|)
=========================================================================
This programming guide describes the how to allocate NeuronCores to processes
and place models onto specific NeuronCores. The models in this guide are
expected to have been traced with with :func:`torch_neuronx.trace`.
.. warning::
This guide is **not** applicable to NeuronCore placement using XLA
LazyTensor device execution. See: :ref:`trace-vs-xla-lazytensor`
In order of precedence, the recommendation is to use the following placement
techniques:
1. For nearly all regular models, default core placement should be used to take
control of all cores for a single process.
2. For applications using multiple processes, default core placement should be
used in conjunction with ``NEURON_RT_NUM_CORES`` (:ref:`torch_neuronx_placement_default`)
3. For more granular control, then the experimental explicit placement APIs may
be used (:ref:`torch_neuronx_placement_explicit`).
.. contents:: Table of Contents
:depth: 3
The following guide will assume a machine with 8 NeuronCores:
- NeuronCores will use the notation ``nc0``, ``nc1``, etc.
- Models will use the notation ``m0``, ``m1`` etc.
NeuronCores and model allocations will be displayed in the following format:
.. raw:: html
:file: images/0-0-legend-neuronx.svg
The actual cores that are visible to the process can be adjusted according to
the :ref:`nrt-configuration`.
Unlike |torch-neuron| (with |neuron-cc|) instances, |torch-neuronx| (with
|neuronx-cc|) does not support :ref:`neuroncore-pipeline`. This simplifies
model core allocations since it means that model pipelines will likely not span
across multiple NeuronCores.
.. _torch_neuronx_placement_default:
Default Core Allocation & Placement
-----------------------------------
The most basic requirement of an inference application is to be able to place a
single model on a single NeuronCore. More complex applications may use multiple
NeuronCores or even multiple processes each executing different models. The
important thing to note about designing an inference application is that a
single NeuronCore will always be allocated to a single process. *Processes do
not share NeuronCores*. Different configurations can be used to ensure that
an application process has enough NeuronCores allocated to execute its model(s):
- Default: A process will attempt to take ownership of **all NeuronCores**
visible on the instance. This should be used when an instance is only running
a single inference process since no other process will be allowed to take
ownership of any NeuronCores.
- ``NEURON_RT_NUM_CORES``: Specify the **number of NeuronCores** to allocate
to the process. This places no restrictions on which NeuronCores will be used,
however, the resulting NeuronCores will always be contiguous. This should be
used in multi-process applications where each process should only use a subset
of NeuronCores.
- ``NEURON_RT_VISIBLE_CORES``: Specifies exactly **which NeuronCores** are
allocated to the process by index. Similar to ``NEURON_RT_NUM_CORES``, this
can be used in multi-process applications where each process should only use a
subset of NeuronCores. This provides more fined-grained controls over the
exact NeuronCores that are allocated to a given process.
See the :ref:`nrt-configuration` for more environment variable details.
Example: Default
^^^^^^^^^^^^^^^^
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
.. raw:: html
:file: images/0-1-default-2.svg
With no environment configuration, the process will take ownership of all
NeuronCores. In this example, only two of the NeuronCores are used by the
process and the remaining are allocated but left idle.
Example: ``NEURON_RT_NUM_CORES``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '2'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
.. raw:: html
:file: images/0-2-default-rt-num-cores.svg
Since there is no other process on the instance, only the first 2 NeuronCores
will be acquired by the process. Models load in a simple linear order to the
least used NeuronCores.
Example: ``NEURON_RT_VISIBLE_CORES``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_VISIBLE_CORES = '4-5'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc4
m1 = torch.jit.load('model.pt') # Loads to nc5
.. raw:: html
:file: images/0-3-default-rt-visible-cores.svg
Unlike ``NEURON_RT_NUM_CORES``, setting the visible NeuronCores allows the
process to take control of a specific contiguous set. This allows an application
to have a more fine-grained control of where models will be placed.
Example: Multiple Processes
^^^^^^^^^^^^^^^^^^^^^^^^^^^
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '2'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
m0 = torch.jit.load('model.pt') # Loads to nc0
m1 = torch.jit.load('model.pt') # Loads to nc1
In this example, if the script is run **twice**, the following allocations
will be made:
.. raw:: html
:file: images/0-5-default-multiprocess.svg
Note that each process will take ownership of as many NeuronCores as is
specified by the ``NEURON_RT_NUM_CORES`` configuration.
.. _torch_neuronx_placement_explicit:
Experimental: Explicit Core Placement
-------------------------------------
The ``torch_neuronx`` framework allows can be found in the
:ref:`torch_neuronx_core_placement_api` documentation.
Example: Manual Core Selection
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The most direct usage of the placement APIs is to manually select the
start NeuronCore that each model is loaded to.
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '4'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
# NOTE: Order of loads does NOT matter
with torch_neuronx.experimental.neuron_cores_context(start_nc=3):
m0 = torch.jit.load('model.pt') # Loads to nc3
with torch_neuronx.experimental.neuron_cores_context(start_nc=0, nc_count=2):
m1 = torch.jit.load('model.pt') # Loads replicas to nc0 and nc1
example = torch.rand(1, 3, 224, 224)
m1(example) # Executes on nc3
m1(example) # Executes on nc3
m0(example) # Executes on nc0
m0(example) # Executes on nc1
m0(example) # Executes on nc0
.. raw:: html
:file: images/8-models-m0-3-m1-1-2.svg
Example: Automatic Multicore
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Using explicit core placement it is possible to replicate a model to multiple
NeuronCores simultaneously. This means that a single model object within python
can utilize all available NeuronCores (or NeuronCores allocated to the process).
**Environment Setup**:
.. code-block:: bash
export NEURON_RT_NUM_CORES = '8'
**Python Script**:
.. code-block:: python
import torch
import torch_neuronx
with torch_neuronx.experimental.multicore_context():
m0 = torch.jit.load('model.pt') # Loads replications to nc0-nc7
example = torch.rand(1, 3, 224, 224)
m0(example) # Executes on nc0
m0(example) # Executes on nc1
.. raw:: html
:file: images/6-multicore.svg
To make full use of a model that has been loaded to multiple NeuronCores,
multiple threads should be used to run inferences in parallel.
.. |neuron-cc| replace:: :ref:`neuron-cc <neuron-compiler-cli-reference>`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. |torch-neuron| replace:: :ref:`torch-neuron <inference-torch-neuron>`
.. |torch-neuronx| replace:: :ref:`torch-neuronx <inference-torch-neuronx>`
.. |Inf1| replace:: :ref:`Inf1 <aws-inf1-arch>`
.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
</pre></body></html>
|
2023-09-29T20:54:42.372Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.rst.txt
|
```
API Reference Guide (``torch-neuronx``)
========================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel
.. dropdown:: API Reference Guide (``torch-neuronx``)
:class-title: sphinx-design-class-title-small
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">API Reference Guide (``torch-neuronx``)
========================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze
/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel
.. dropdown:: API Reference Guide (``torch-neuronx``)
:class-title: sphinx-design-class-title-small
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.txt
</pre></body></html>
|
2023-09-29T20:54:42.397Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/src/examples/pytorch/torch-neuronx/t5-inference-tutorial.ipynb.txt
|
```
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# T5 model inference on Trn1 or Inf2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a pretrained T5 model for accelerated inference on Neuron. \n",
"\n",
"This tutorial will use the [t5-large](https://huggingface.co/t5-large) model. The T5 model can be used for machine translation, document summarization, question answering, and classification tasks. \n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the T5 model\n",
"1. Run inference with greedy decoding on Neuron\n",
"1. Run infernece with beam search on Neuron\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)\n",
"\n",
"> Do note that flan-t5 models do not work with the code in this tutorial. We are working on fixing that. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install dependencies\n",
"\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `transformers`\n",
"- `optimum-neuron`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1/Inf2 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install --upgrade transformers==4.31.0 optimum-neuron==0.0.8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"🤗 Optimum Neuron is the interface between the 🤗 Transformers library and AWS Accelerators including AWS Trainium and AWS Inferentia. It provides a set of tools enabling easy model loading, training and inference on single- and multi-Accelerator settings for different downstream tasks. In this tutorial we use 🤗 HuggingFace Optimum Neuron's generate() method instead of 🤗 [transformers's generate()](https://huggingface.co/docs/transformers/main/en/main_classes/text_generation#transformers.GenerationMixin.generate) to perform greedy decoding. Optimum Neuron takes care of padding the inputs which is necessary to infer on Neuron.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the T5 model, compile the model's encoder and decoder for Neuron using `torch_neuronx.trace()`, and save the optimized encoder and decoder as `TorchScript`. \n",
"\n",
"Before we trace the model, we need to make a couple of changes. \n",
"\n",
"1. We need to write encoder and decoder wrappers - `torch_neuronx` can only trace functions with positional arguments. But the T5 encoder and decoder both use keyword arguments. So, in order to trace them, we have to write wrappers that convert keyword arguments to positional arguments \n",
"2. We modify the t5 code to maximize the computation on the neuron device - Having sections of code running on cpu will reduce the performance. Moreover, we do not want to move data berween the neuron device and cpu during inference. The code we trace with `torch_neuronx` is the code that runs on the neuron device, so we refactor the t5 code to run computationally heavy operations within the wrapper. \n",
"\n",
"Let us start with the EncoderWrapper. \n",
"\n",
"In the huggingface t5 implementation, the encoder block takes in the input ids and returns the encoder hidden states. This hidden states are then used to initialize the KV cache in the decoder blocks during the first decoder invocation. We could trace both the encoder and the cache initialization step separately. But there is a better way, we could just compute the initial KV cache state within the encoder wrapper. This way, we remove the overhead of moving the hidden states from neuron device to cpu and back. This also allows neuron's compiler to optimize execution across both the encoder and cache initialization. \n",
"\n",
"*Why don't we just initalize the cache on the first decoder run?* \n",
"\n",
"This is harder to do on Neuron. Similar to `torch.jit.trace()`, `torch_neuronx.trace()` produces a function that has a fixed control flow, i.e. there are no conditional executions. So we cannot choose to conditionally initialize the cache in the first decoder iteration. Instead, we can compute the initial cache state outside the generation flow and pass the cache to it. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"\n",
"from transformers.models.t5.modeling_t5 import T5Stack, T5LayerCrossAttention\n",
"\n",
"class EncoderWrapper(torch.nn.Module):\n",
" '''\n",
" We will trace an instance of the EncoderWrapper. \n",
" This wrapper just converts positional args to kwargs. \n",
" '''\n",
"\n",
" def __init__(self, \n",
" encoder,\n",
" decoder, \n",
" model_config, \n",
" batch_size, \n",
" max_length, \n",
" device, \n",
" num_beams,\n",
" tp_degree=None):\n",
" \n",
" super().__init__()\n",
" self.encoder = encoder\n",
" self.decoder = decoder\n",
" self.batch_size = batch_size\n",
" self.max_length = max_length\n",
" self.model_config = model_config\n",
" self.device = device\n",
" self.num_beams = num_beams\n",
" self.num_attention_heads_per_partition = model_config.num_heads\n",
" self.tp_degree = tp_degree\n",
"\n",
" def forward(self, input_ids, attention_mask):\n",
" '''\n",
" This is the core functionality we want to trace. \n",
" '''\n",
" encoder_output = self.encoder(input_ids=input_ids,\n",
" attention_mask=attention_mask,\n",
" output_attentions=False,\n",
" output_hidden_states=False)\n",
"\n",
" last_hidden_state = encoder_output[\"last_hidden_state\"]\n",
" encoder_hidden_states = torch.concat([tensor.unsqueeze(0).repeat(self.num_beams, 1, 1) for tensor in last_hidden_state])\n",
"\n",
" decoder_blocks = self.decoder.block\n",
" present_key_value_states_sa = []\n",
" present_key_value_states_ca = []\n",
"\n",
" for i, block in enumerate(decoder_blocks):\n",
"\n",
" # Cross attention has to be initialized with the encoder hidden state\n",
" cross_attention: T5LayerCrossAttention = block.layer[1]\n",
" attention = cross_attention.EncDecAttention\n",
"\n",
" def shape(states):\n",
" \"\"\"projection\"\"\"\n",
" return states.view(self.batch_size, -1, self.num_attention_heads_per_partition, attention.key_value_proj_dim).transpose(1, 2)\n",
"\n",
" key_states = shape(attention.k(encoder_hidden_states))\n",
" value_states = shape(attention.v(encoder_hidden_states))\n",
"\n",
" # cross_attn_kv_state\n",
" present_key_value_states_ca.append(key_states) \n",
" present_key_value_states_ca.append(value_states) \n",
" \n",
" # Self attention kv states are initialized to zeros. This is done to keep the size of the kv cache tensor constant. \n",
" # The kv cache will be an input to the decoder trace. Any traced function will have a fixed control flow. What this means \n",
" # is that the trace performs the exact same computations on inputs of the same shape in each invocation. So the attention \n",
" # kv cache is padded here to keep a fixed shape. \n",
" present_key_value_states_sa.append(torch.zeros((self.batch_size, # key states\n",
" self.model_config.num_heads, \n",
" self.max_length-1, \n",
" self.model_config.d_kv), dtype=torch.float32, device=self.device)) \n",
" present_key_value_states_sa.append(torch.zeros((self.batch_size, # value states\n",
" self.model_config.num_heads, \n",
" self.max_length-1, \n",
" self.model_config.d_kv), dtype=torch.float32, device=self.device))\n",
"\n",
" return present_key_value_states_sa + present_key_value_states_ca\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"In the decoder wrapper, in addition to converting keyword arguments to positional arguments we add support for attention caching. Generating text from the encoder decoder models is an autoregressive process. For each invocation, we have to compute the key and value states of the attention heads repeatedly. To improve the performance, we cache the key and value states. This cache is what HuggingFace transformers code refers to as `past_key_values`.\n",
"\n",
"In HuggingFace transformers, the `past_key_values` are updated outside the decoder. This works for training and evaluation but for inference we want to perform them within a single trace. This way, we can optimize across both the decoder execution and cache update. So, we move the cache update within the decoder wrapper."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class DecoderWrapper(torch.nn.Module):\n",
"\n",
" def __init__(self, \n",
" decoder: T5Stack, \n",
" lm_head: torch.nn.Linear,\n",
" model_config,\n",
" num_beams: int, \n",
" max_length: int,\n",
" device: str,\n",
" tp_degree=None):\n",
" super().__init__() \n",
" self.decoder = decoder\n",
" self.lm_head = lm_head\n",
" self.model_dim=model_config.d_model\n",
" self.device = device\n",
" self.num_beams = num_beams\n",
" self.batch_size = 1\n",
" self.config = model_config\n",
" \n",
" num_heads=model_config.num_heads\n",
" num_decoder_layers=model_config.num_decoder_layers\n",
"\n",
" self.num_attention_heads_per_partition = num_heads\n",
"\n",
" # (num_beams, n_heads, seq_length, dim_per_head)\n",
" if device == \"cpu\":\n",
" self.past_key_values_sa = [torch.ones((num_beams,num_heads,max_length-1,model_config.d_kv), dtype=torch.float32) for _ in range(num_decoder_layers * 2)]\n",
" self.past_key_values_ca = [torch.ones((num_beams,num_heads,max_length,model_config.d_kv), dtype=torch.float32) for _ in range(num_decoder_layers * 2)]\n",
" elif device == \"xla\":\n",
" self.past_key_values_sa = torch.nn.ParameterList([torch.nn.Parameter(torch.ones((num_beams,self.num_attention_heads_per_partition,max_length-1,model_config.d_kv), dtype=torch.float32), requires_grad=False) for _ in range(num_decoder_layers * 2)])\n",
" self.past_key_values_ca = torch.nn.ParameterList([torch.nn.Parameter(torch.ones((num_beams,self.num_attention_heads_per_partition,max_length,model_config.d_kv), dtype=torch.float32), requires_grad=False) for _ in range(num_decoder_layers * 2)])\n",
"\n",
" def update_past(self, past_key_values):\n",
" new_past_sa = []\n",
" new_past_ca = []\n",
" for past_layer in past_key_values:\n",
" new_past_layer = list(past_layer)\n",
" for i in range(len(new_past_layer[:2])):\n",
" new_past_layer[i] = past_layer[i][:, :, 1:]\n",
" new_past_sa += [new_past_layer[:2],]\n",
" new_past_ca += [new_past_layer[2:],]\n",
" return new_past_sa, new_past_ca\n",
" \n",
" def reorder_cache(self, past_key_values, beam_idx):\n",
" for i in range(len(past_key_values)):\n",
" gather_index = beam_idx.view([beam_idx.shape[0],1,1,1]).expand_as(past_key_values[i])\n",
" past_key_values[i] = torch.gather(past_key_values[i], dim = 0, index=gather_index)\n",
" return past_key_values\n",
"\n",
" def forward(self,\n",
" input_ids,\n",
" decoder_attention_mask,\n",
" encoder_hidden_states,\n",
" encoder_attention_mask,\n",
" beam_idx,\n",
" beam_scores,\n",
" **kwargs):\n",
"\n",
" if self.num_beams > 1:\n",
" # We reorder the cache based on the beams selected in each iteration. Required step for beam search.\n",
" past_key_values_sa = self.reorder_cache(self.past_key_values_sa, beam_idx)\n",
" past_key_values_ca = self.reorder_cache(self.past_key_values_ca, beam_idx)\n",
" else:\n",
" # We do not need to reorder for greedy sampling\n",
" past_key_values_sa = self.past_key_values_sa\n",
" past_key_values_ca = self.past_key_values_ca\n",
"\n",
" # The cache is stored in a flatten form. We order the cache per layer before passing it to the decoder. \n",
" # Each layer has 4 tensors, so we group by 4. \n",
" past_key_values = [[*past_key_values_sa[i*2:i*2+2], *past_key_values_ca[i*2:i*2+2]] for i in range(0, int(len(past_key_values_ca)/2))]\n",
"\n",
" decoder_output = self.decoder(\n",
" input_ids=input_ids,\n",
" attention_mask=decoder_attention_mask,\n",
" past_key_values=past_key_values,\n",
" encoder_hidden_states=encoder_hidden_states,\n",
" encoder_attention_mask=encoder_attention_mask,\n",
" use_cache=True,\n",
" output_attentions=False,\n",
" output_hidden_states=False)\n",
"\n",
" last_hidden_state = decoder_output['last_hidden_state']\n",
" past_key_values = decoder_output['past_key_values']\n",
"\n",
" if self.config.tie_word_embeddings:\n",
" # Rescale output before projecting on vocab\n",
" # See https://github.com/tensorflow/mesh/blob/fa19d69eafc9a482aff0b59ddd96b025c0cb207d/mesh_tensorflow/transformer/transformer.py#L586\n",
" last_hidden_state = last_hidden_state * (self.model_dim**-0.5)\n",
" \n",
" lm_logits = self.lm_head(last_hidden_state)\n",
"\n",
" past_key_values_sa, past_key_values_ca = self.update_past(past_key_values)\n",
"\n",
" # We flatten the cache to a single array. This is required for the input output aliasing to work\n",
" past_key_values_sa = [vec for kv_per_layer in past_key_values_sa for vec in kv_per_layer]\n",
" past_key_values_ca = [vec for kv_per_layer in past_key_values_ca for vec in kv_per_layer]\n",
"\n",
" if self.device == \"cpu\":\n",
" self.past_key_values_sa = past_key_values_sa\n",
" self.past_key_values_ca = past_key_values_ca\n",
"\n",
" # We calculate topk inside the wrapper\n",
" next_token_logits = lm_logits[:, -1, :]\n",
"\n",
" if self.num_beams > 1:\n",
" # This section of beam search is run outside the decoder in the huggingface t5 implementation. \n",
" # To maximize the computation within the neuron device, we move this within the wrapper\n",
" logit_max, _ = torch.max(next_token_logits, dim=-1, keepdim=True)\n",
" logsumexp = torch.log(torch.exp(next_token_logits - logit_max).sum(dim=-1, keepdim=True))\n",
" next_token_scores = next_token_logits - logit_max - logsumexp\n",
" next_token_scores = next_token_scores + beam_scores[:, None].expand_as(next_token_scores)\n",
"\n",
" # reshape for beam search\n",
" vocab_size = next_token_scores.shape[-1]\n",
" next_token_scores = next_token_scores.view(self.batch_size, self.num_beams * vocab_size)\n",
" next_token_scores = next_token_scores * 1\n",
"\n",
" # Sample 2 next tokens for each beam (so we have some spare tokens and match output of beam search)\n",
" next_token_scores, next_tokens = torch.topk(\n",
" next_token_scores, 2 * self.num_beams, dim=1, largest=True, sorted=True\n",
" ) \n",
"\n",
" next_indices = torch.div(next_tokens, vocab_size, rounding_mode=\"floor\")\n",
" next_tokens = next_tokens % vocab_size\n",
"\n",
" return [next_token_scores, next_tokens, next_indices] + past_key_values_sa + past_key_values_ca\n",
" else:\n",
" # Greedy \n",
" next_tokens = torch.argmax(next_token_logits, dim=-1)\n",
" return [next_tokens] + past_key_values_sa + past_key_values_ca\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's create a T5 model wrapper to make it compatible with our traced encoder and decoder. \n",
"\n",
"There are two reasons for having this wrapper, \n",
"\n",
"1. The encoder and decoder traces can only be invoked with positional arguments. But the HuggingFace transformers code is written with keyword arguments. So we override the functions that invoke encoder and decoder to call with positional arguments. \n",
"1. The generate() function in the NeuronGenerationMixin performs cache update within the CPU. As we are handling the cache within the DecoderWrapper, we disable the cache update on CPU. \n",
"1. The topK computation to determine the next tokens for beam search was moved into the decoder wrapper. So, we need to override the huggingface's beam search implementation to accept the next tokens and the beam scores from the decoder. \n",
"\n",
"Let's also override the `generate()` function so that it will intialize the cache using the cache initalizer before starting the greedy decoding."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_xla.core.xla_model as xm\n",
"\n",
"from transformers import T5Tokenizer, T5ForConditionalGeneration\n",
"from transformers.modeling_outputs import BaseModelOutput, Seq2SeqLMOutput\n",
"from transformers.models.t5.modeling_t5 import T5Stack, T5LayerCrossAttention\n",
"from transformers.generation.utils import ModelOutput\n",
"from typing import Any, Dict, List, Optional, Tuple, Union\n",
"from transformers.generation.beam_search import BeamScorer, BeamSearchScorer\n",
"\n",
"from optimum.neuron.generation import NeuronGenerationMixin\n",
"\n",
"from transformers.generation.logits_process import (\n",
" LogitsProcessorList,\n",
")\n",
"from transformers.generation.stopping_criteria import (\n",
" MaxLengthCriteria,\n",
" MaxTimeCriteria,\n",
" StoppingCriteriaList,\n",
" validate_stopping_criteria,\n",
")\n",
"\n",
"from transformers.generation.utils import (\n",
" BeamSearchOutput,\n",
" GreedySearchOutput,\n",
")\n",
"\n",
"class T5Wrapper(T5ForConditionalGeneration, NeuronGenerationMixin):\n",
"\n",
" def _prepare_encoder_decoder_kwargs_for_generation(\n",
" self, \n",
" inputs_tensor: torch.Tensor, \n",
" model_kwargs, \n",
" model_input_name: Optional[str] = None\n",
" ) -> Dict[str, Any]:\n",
" encoder = self.get_encoder()\n",
" model_kwargs[\"encoder_outputs\"]: ModelOutput = encoder(inputs_tensor, model_kwargs[\"attention_mask\"])\n",
" return model_kwargs\n",
"\n",
" # Override to cut the input_ids to just last token\n",
" def prepare_inputs_for_generation(\n",
" self,\n",
" input_ids,\n",
" past_key_values=None,\n",
" attention_mask=None,\n",
" head_mask=None,\n",
" decoder_head_mask=None,\n",
" decoder_attention_mask=None,\n",
" cross_attn_head_mask=None,\n",
" use_cache=None,\n",
" encoder_outputs=None,\n",
" **kwargs,\n",
" ):\n",
" # cut decoder_input_ids as past is cached\n",
" input_ids = input_ids[:, -1:]\n",
"\n",
" return {\n",
" \"decoder_input_ids\": input_ids,\n",
" \"past_key_values\": past_key_values,\n",
" \"encoder_outputs\": encoder_outputs,\n",
" \"attention_mask\": attention_mask,\n",
" \"head_mask\": head_mask,\n",
" \"decoder_head_mask\": decoder_head_mask,\n",
" \"decoder_attention_mask\": decoder_attention_mask,\n",
" \"cross_attn_head_mask\": cross_attn_head_mask,\n",
" \"use_cache\": use_cache,\n",
" }\n",
" \n",
" '''\n",
" We update the cache in the decoder trace, so lets override the _update_model_kwargs_for_xla_generation in NeuronGenerationMixin\n",
" '''\n",
" def _update_model_kwargs_for_xla_generation(\n",
" self,\n",
" model_kwargs: Dict[str, Any],\n",
" batch_size: int,\n",
" is_encoder_decoder: bool = False,\n",
" standardize_cache_format: bool = False,\n",
" max_length: Optional[int] = None,\n",
" seq_length: Optional[int] = None,\n",
" use_cache: bool = True,\n",
" ) -> Dict[str, Any]:\n",
"\n",
" def _update_attention(model_kwargs, is_encoder_decoder):\n",
" \"\"\"Updates the appropriate attention mask -- encoder-decoder models use `decoder_attention_mask`\"\"\"\n",
"\n",
" attention_mask_name = \"decoder_attention_mask\" if is_encoder_decoder else \"attention_mask\"\n",
" attention_mask = model_kwargs.pop(attention_mask_name)\n",
" attention_mask_update_slice = torch.ones(\n",
" (batch_size, 1), dtype=attention_mask.dtype, device=attention_mask.device\n",
" )\n",
" attention_mask = torch.cat([attention_mask[:, 1:], attention_mask_update_slice], dim=-1)\n",
" mask = {attention_mask_name: attention_mask}\n",
" return mask\n",
"\n",
" mask = _update_attention(model_kwargs, is_encoder_decoder)\n",
" # sets the updated variables (mask and past_key_values)\n",
" model_kwargs.update(mask)\n",
"\n",
" # Set a mock cache tensor\n",
" model_kwargs[\"past_key_values\"] = torch.tensor([])\n",
"\n",
" return model_kwargs\n",
" \n",
" def _reorder_cache(self, past_key_values, beam_idx):\n",
" '''\n",
" This is needed for beam search and not greedy sampling\n",
" We reorder the cache within the trace so we can skip it in modelling_t5.py. So we override the _reorder_cache\n",
" '''\n",
" self.beam_idx = beam_idx\n",
" return past_key_values\n",
"\n",
" def generate(self,\n",
" tokenizer: T5Tokenizer,\n",
" prompt: str,\n",
" max_length: int,\n",
" num_beams: int,\n",
" num_return_sequences: int,\n",
" device: str):\n",
"\n",
" batch_encoding = tokenizer(prompt, max_length=max_length, truncation=True, padding='max_length',\n",
" return_tensors=\"pt\")\n",
"\n",
" past_key_values = self.encoder(batch_encoding['input_ids'],batch_encoding['attention_mask'])\n",
" \n",
" decoder_attention_mask = torch.cat([torch.zeros((1, max_length-1), dtype=torch.int32),\n",
" torch.ones((1, 1), dtype=torch.int32)], axis=1)\n",
"\n",
" # copy the new cache state to the decoder\n",
" if device == \"xla\":\n",
" for state, tensor in zip(self.decoder.parameters(), past_key_values):\n",
" state.copy_(tensor)\n",
" else:\n",
" # First half of the cache is self attention and the rest is cross attention\n",
" self.decoder.past_key_values_sa = past_key_values[:len(past_key_values)//2]\n",
" self.decoder.past_key_values_ca = past_key_values[len(past_key_values)//2:]\n",
" \n",
" output = super().generate(**batch_encoding,\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" do_sample=False,\n",
" use_cache=True,\n",
" decoder_attention_mask=decoder_attention_mask, \n",
" encoder_outputs={\"last_hidden_state\": torch.ones((1,128,1))}) # Pass fake encoder_outputs so the transfomers code will not invoke the encoder\n",
" return output\n",
"\n",
" def forward(\n",
" self,\n",
" attention_mask: Optional[torch.FloatTensor] = None,\n",
" decoder_input_ids: Optional[torch.LongTensor] = None,\n",
" decoder_attention_mask: Optional[torch.BoolTensor] = None,\n",
" encoder_outputs: Optional[Tuple[Tuple[torch.Tensor]]] = None,\n",
" beam_scores = None,\n",
" **kwargs\n",
" ) -> Union[Tuple[torch.FloatTensor], Seq2SeqLMOutput]:\n",
"\n",
" hidden_states = encoder_outputs[\"last_hidden_state\"]\n",
"\n",
" if not hasattr(self, 'beam_idx'):\n",
" # Infering the number of beams from the attention mask\n",
" num_beams = attention_mask.shape[0]\n",
" self.beam_idx = torch.arange(0, num_beams, dtype=torch.int64)\n",
"\n",
" decoder_outputs = self.decoder(\n",
" decoder_input_ids,\n",
" decoder_attention_mask,\n",
" hidden_states,\n",
" attention_mask,\n",
" self.beam_idx,\n",
" beam_scores\n",
" )\n",
"\n",
" # lm_logits = decoder_outputs[0]\n",
" next_token_scores = decoder_outputs[0]\n",
" next_tokens = decoder_outputs[1]\n",
" next_indices = decoder_outputs[2]\n",
"\n",
" return next_token_scores, next_tokens, next_indices\n",
"\n",
" def beam_search(\n",
" self,\n",
" input_ids: torch.LongTensor,\n",
" beam_scorer: BeamScorer,\n",
" logits_processor: Optional[LogitsProcessorList] = None,\n",
" stopping_criteria: Optional[StoppingCriteriaList] = None,\n",
" max_length: Optional[int] = None,\n",
" pad_token_id: Optional[int] = None,\n",
" eos_token_id: Optional[Union[int, List[int]]] = None,\n",
" output_attentions: Optional[bool] = None,\n",
" output_hidden_states: Optional[bool] = None,\n",
" output_scores: Optional[bool] = None,\n",
" return_dict_in_generate: Optional[bool] = None,\n",
" synced_gpus: Optional[bool] = False,\n",
" seq_length: Optional[int] = None,\n",
" **model_kwargs,\n",
" ) -> Union[BeamSearchOutput, torch.LongTensor]:\n",
"\n",
" logits_processor = logits_processor if logits_processor is not None else LogitsProcessorList()\n",
" stopping_criteria = stopping_criteria if stopping_criteria is not None else StoppingCriteriaList()\n",
" pad_token_id = pad_token_id if pad_token_id is not None else self.generation_config.pad_token_id\n",
" eos_token_id = eos_token_id if eos_token_id is not None else self.generation_config.eos_token_id\n",
" if isinstance(eos_token_id, int):\n",
" eos_token_id = [eos_token_id]\n",
" output_scores = output_scores if output_scores is not None else self.generation_config.output_scores\n",
" output_attentions = (\n",
" output_attentions if output_attentions is not None else self.generation_config.output_attentions\n",
" )\n",
" output_hidden_states = (\n",
" output_hidden_states if output_hidden_states is not None else self.generation_config.output_hidden_states\n",
" )\n",
"\n",
" batch_size = len(beam_scorer._beam_hyps)\n",
" num_beams = beam_scorer.num_beams\n",
"\n",
" batch_beam_size, cur_len = input_ids.shape\n",
"\n",
" # Overwrite cur_len\n",
" cur_len = seq_length\n",
"\n",
" if num_beams * batch_size != batch_beam_size:\n",
" raise ValueError(\n",
" f\"Batch dimension of `input_ids` should be {num_beams * batch_size}, but is {batch_beam_size}.\"\n",
" )\n",
"\n",
" # init attention / hidden states / scores tuples\n",
" scores = () if (return_dict_in_generate and output_scores) else None\n",
" beam_indices = (\n",
" tuple(() for _ in range(batch_beam_size)) if (return_dict_in_generate and output_scores) else None\n",
" )\n",
"\n",
" # initialise score of first beam with 0 and the rest with -1e9. This makes sure that only tokens\n",
" # of the first beam are considered to avoid sampling the exact same tokens across all beams.\n",
" # beam_scores = torch.zeros((batch_size, num_beams), dtype=torch.float, device=input_ids.device)\n",
" beam_scores_device = \"cpu\"\n",
" beam_scores = torch.zeros((batch_size, num_beams), dtype=torch.float, device=beam_scores_device)\n",
" beam_scores[:, 1:] = -1e9\n",
" beam_scores = beam_scores.view((batch_size * num_beams,))\n",
"\n",
" while True:\n",
" # prepare model inputs\n",
" # From max_length-sized input_ids, select first\n",
" # cur_len - 1 values.\n",
" update_indices = torch.stack(\n",
" [torch.arange(input_ids.size(0)), torch.tensor(cur_len - 1).repeat(input_ids.size(0))], dim=-1\n",
" )\n",
" input_ids_ = input_ids[update_indices[:, 0], update_indices[:, 1], None]\n",
" model_inputs = self.prepare_inputs_for_generation(input_ids_, **model_kwargs)\n",
"\n",
" next_token_scores, next_tokens, next_indices = self(\n",
" **model_inputs,\n",
" return_dict=True,\n",
" output_attentions=output_attentions,\n",
" output_hidden_states=output_hidden_states,\n",
" beam_scores=beam_scores\n",
" )\n",
"\n",
" # stateless\n",
" beam_outputs = beam_scorer.process(\n",
" input_ids.to(\"cpu\")[:, :cur_len],\n",
" next_token_scores.to(\"cpu\"),\n",
" next_tokens.to(\"cpu\"),\n",
" next_indices.to(\"cpu\"),\n",
" pad_token_id=pad_token_id,\n",
" eos_token_id=eos_token_id,\n",
" beam_indices=beam_indices,\n",
" )\n",
"\n",
" beam_scores = beam_outputs[\"next_beam_scores\"]\n",
" beam_next_tokens = beam_outputs[\"next_beam_tokens\"]\n",
" beam_idx = beam_outputs[\"next_beam_indices\"]\n",
"\n",
" update_indices = torch.stack(\n",
" [torch.arange(batch_beam_size), torch.tensor(cur_len - 1).repeat(batch_beam_size)], dim=-1\n",
" )\n",
" update_indices_2 = torch.stack(\n",
" [torch.arange(batch_beam_size), torch.tensor(cur_len).repeat(batch_beam_size)], dim=-1\n",
" )\n",
" # First select beam_indices\n",
" device = input_ids.device\n",
" beam_idx_device = beam_idx.to(device=input_ids.device)\n",
" input_ids[:, :] = input_ids[beam_idx_device.long(), :]\n",
"\n",
" # Then append new tokens\n",
" input_ids[update_indices_2[:, 0], update_indices_2[:, 1], None] = beam_next_tokens.unsqueeze(-1).to(device).to(torch.long)\n",
" input_ids = input_ids * 1 # Hack to materialize tensor\n",
"\n",
" # update generated ids, model inputs, and length for next step\n",
" model_kwargs = self._update_model_kwargs_for_xla_generation(\n",
" model_kwargs,\n",
" batch_size=batch_beam_size,\n",
" is_encoder_decoder=self.config.is_encoder_decoder,\n",
" max_length=stopping_criteria.max_length,\n",
" seq_length=cur_len,\n",
" use_cache=model_kwargs[\"use_cache\"],\n",
" )\n",
" if model_kwargs[\"past_key_values\"] is not None:\n",
" model_kwargs[\"past_key_values\"] = self._reorder_cache(model_kwargs[\"past_key_values\"], beam_idx.to(torch.int64))\n",
"\n",
" if return_dict_in_generate and output_scores:\n",
" beam_indices = tuple((beam_indices[beam_idx[i]] + (beam_idx[i],) for i in range(len(beam_indices))))\n",
"\n",
" # increase cur_len\n",
" cur_len = cur_len + 1\n",
"\n",
" # stop when each sentence is finished, or if we exceed the maximum length\n",
" stop_criterion_1 = beam_scorer.is_done\n",
" if isinstance(stopping_criteria, list):\n",
" if len(stopping_criteria) == 1:\n",
" stopping_criteria = stopping_criteria[0]\n",
"\n",
" # Cases that can be handled in XLA without requiring\n",
" # non-padded input_ids\n",
" if isinstance(stopping_criteria, MaxLengthCriteria):\n",
" stop_criterion_2 = cur_len >= stopping_criteria.max_length\n",
" elif isinstance(stopping_criteria, MaxTimeCriteria):\n",
" stop_criterion_2 = stopping_criteria(input_ids, scores)\n",
" else:\n",
" # Other cases will be handled on CPU\n",
" batch_size, _ = input_ids.shape\n",
" input_ids_cpu = input_ids.to(\"cpu\")\n",
" mask = torch.cat(\n",
" [torch.ones(batch_size, cur_len), torch.zeros(batch_size, input_ids.shape[1] - cur_len)], dim=1\n",
" ).bool()\n",
" input_ids_cpu = torch.masked_select(input_ids_cpu, mask).reshape((batch_size, cur_len))\n",
" scores_cpu = scores.to(\"cpu\") if torch.is_tensor(scores) else scores\n",
" stop_criterion_2 = stopping_criteria(input_ids_cpu, scores_cpu)\n",
"\n",
" if stop_criterion_1 or stop_criterion_2:\n",
" if not synced_gpus:\n",
" break\n",
" else:\n",
" this_peer_finished = True\n",
"\n",
" sequence_outputs = beam_scorer.finalize(\n",
" input_ids.to(\"cpu\"),\n",
" beam_scores.to(\"cpu\"),\n",
" next_tokens.to(\"cpu\"),\n",
" next_indices.to(\"cpu\"),\n",
" pad_token_id=pad_token_id,\n",
" eos_token_id=eos_token_id,\n",
" max_length=stopping_criteria.max_length,\n",
" beam_indices=beam_indices,\n",
" )\n",
"\n",
" for k, v in sequence_outputs.items():\n",
" if type(v) == torch.Tensor:\n",
" sequence_outputs[k] = sequence_outputs[k].to(input_ids.device)\n",
"\n",
" return sequence_outputs[\"sequences\"]\n",
"\n",
"\n",
" def greedy_search(\n",
" self,\n",
" input_ids: torch.LongTensor,\n",
" logits_processor: Optional[LogitsProcessorList] = None,\n",
" stopping_criteria: Optional[StoppingCriteriaList] = None,\n",
" max_length: Optional[int] = None,\n",
" pad_token_id: Optional[int] = None,\n",
" eos_token_id: Optional[Union[int, List[int]]] = None,\n",
" output_attentions: Optional[bool] = None,\n",
" output_hidden_states: Optional[bool] = None,\n",
" output_scores: Optional[bool] = None,\n",
" return_dict_in_generate: Optional[bool] = None,\n",
" seq_length: Optional[int] = int,\n",
" streamer: Optional[\"BaseStreamer\"] = None,\n",
" **model_kwargs,\n",
" ) -> Union[GreedySearchOutput, torch.LongTensor]:\n",
" \"\"\"\n",
" Overriding greedy sampling to use next tokens returned from neuron device instead of logits.\n",
" \"\"\"\n",
" # init values\n",
" logits_processor = logits_processor if logits_processor is not None else LogitsProcessorList()\n",
" use_cache = model_kwargs[\"use_cache\"] if \"use_cache\" in model_kwargs else False\n",
" stopping_criteria = stopping_criteria if stopping_criteria is not None else StoppingCriteriaList()\n",
" pad_token_id = pad_token_id if pad_token_id is not None else self.generation_config.pad_token_id\n",
" eos_token_id = eos_token_id if eos_token_id is not None else self.generation_config.eos_token_id\n",
" if isinstance(eos_token_id, int):\n",
" eos_token_id = [eos_token_id]\n",
" eos_token_id_tensor = torch.tensor(eos_token_id).to(input_ids.device) if eos_token_id is not None else None\n",
" output_scores = output_scores if output_scores is not None else self.generation_config.output_scores\n",
" output_attentions = (\n",
" output_attentions if output_attentions is not None else self.generation_config.output_attentions\n",
" )\n",
" output_hidden_states = (\n",
" output_hidden_states if output_hidden_states is not None else self.generation_config.output_hidden_states\n",
" )\n",
"\n",
" # init attention / hidden states / scores tuples\n",
" scores = () if (return_dict_in_generate and output_scores) else None\n",
" decoder_attentions = () if (return_dict_in_generate and output_attentions) else None\n",
" cross_attentions = () if (return_dict_in_generate and output_attentions) else None\n",
" decoder_hidden_states = () if (return_dict_in_generate and output_hidden_states) else None\n",
"\n",
"\n",
" # keep track of which sequences are already finished\n",
" unfinished_sequences = torch.ones(input_ids.shape[0], dtype=torch.long, device=input_ids.device)\n",
"\n",
" this_peer_finished = False # used by synced_gpus only\n",
" while True:\n",
"\n",
" # prepare model inputs\n",
" # From max_length-sized input_ids, select first\n",
" # seq_length - 1 values.\n",
"\n",
" if model_kwargs.get(\"past_key_values\") is None:\n",
" input_ids_ = input_ids[:, :seq_length]\n",
" else:\n",
" update_indices = torch.stack(\n",
" [torch.arange(input_ids.size(0)), torch.tensor(seq_length - 1).repeat(input_ids.size(0))],\n",
" dim=-1,\n",
" )\n",
" input_ids_ = input_ids[update_indices[:, 0], update_indices[:, 1], None]\n",
"\n",
" model_inputs = self.prepare_inputs_for_generation(input_ids_, **model_kwargs)\n",
" \n",
" # forward pass to get next token\n",
" output = self(\n",
" **model_inputs,\n",
" return_dict=True,\n",
" output_attentions=output_attentions,\n",
" output_hidden_states=output_hidden_states,\n",
" )\n",
" next_tokens = output[0]\n",
"\n",
" # finished sentences should have their next token be a padding token\n",
" if eos_token_id is not None:\n",
" if pad_token_id is None:\n",
" raise ValueError(\"If `eos_token_id` is defined, make sure that `pad_token_id` is defined.\")\n",
" next_tokens = next_tokens * unfinished_sequences + pad_token_id * (1 - unfinished_sequences)\n",
"\n",
" # update generated ids, model inputs, and length for next step\n",
"\n",
" batch_size, _ = input_ids.shape\n",
" update_indices = torch.stack(\n",
" [torch.arange(batch_size), torch.tensor(seq_length).repeat(batch_size)], dim=-1\n",
" )\n",
" input_ids[update_indices[:, 0], update_indices[:, 1]] = next_tokens[:]\n",
" model_kwargs = self._update_model_kwargs_for_xla_generation(\n",
" model_kwargs,\n",
" batch_size=batch_size,\n",
" is_encoder_decoder=self.config.is_encoder_decoder,\n",
" max_length=stopping_criteria.max_length,\n",
" seq_length=seq_length,\n",
" use_cache=use_cache,\n",
" )\n",
"\n",
" seq_length += 1\n",
"\n",
" # if eos_token was found in one sentence, set sentence to finished\n",
" if eos_token_id_tensor is not None:\n",
" unfinished_sequences = unfinished_sequences.mul(\n",
" next_tokens.tile(eos_token_id_tensor.shape[0], 1).ne(eos_token_id_tensor.unsqueeze(1)).prod(dim=0)\n",
" )\n",
"\n",
" # stop when each sentence is finished, or if we exceed the maximum length\n",
" stop_criterion_1 = unfinished_sequences.max() == 0\n",
"\n",
" if isinstance(stopping_criteria, list):\n",
" if len(stopping_criteria) == 1:\n",
" stopping_criteria = stopping_criteria[0]\n",
"\n",
" # Cases that can be handled in XLA without requiring\n",
" # non-padded input_ids\n",
" if isinstance(stopping_criteria, MaxLengthCriteria):\n",
" stop_criterion_2 = seq_length >= stopping_criteria.max_length\n",
" elif isinstance(stopping_criteria, MaxTimeCriteria):\n",
" stop_criterion_2 = stopping_criteria(input_ids, scores)\n",
" else:\n",
" # Other cases will be handled on CPU\n",
" batch_size, _ = input_ids.shape\n",
" mask = torch.cat(\n",
" [torch.ones(batch_size, seq_length), torch.zeros(batch_size, input_ids.shape[1] - seq_length)],\n",
" dim=1,\n",
" ).bool()\n",
" input_ids_cpu = torch.masked_select(input_ids, mask).reshape((batch_size, seq_length)).to(\"cpu\")\n",
" scores_cpu = scores.to(\"cpu\") if torch.is_tensor(scores) else scores\n",
" stop_criterion_2 = stopping_criteria(input_ids_cpu, scores_cpu)\n",
"\n",
" if stop_criterion_1 or stop_criterion_2:\n",
" this_peer_finished = True\n",
"\n",
" if this_peer_finished:\n",
" break\n",
"\n",
" if streamer is not None:\n",
" streamer.end()\n",
"\n",
" return input_ids\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's test inference on CPU with all the wrappers before tracing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Let's set some run parameters\n",
"\n",
"model_name = \"t5-large\"\n",
"num_beams = 1\n",
"num_return_sequences = 1\n",
"max_length = 128"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n"
]
}
],
"source": [
"from transformers import T5Tokenizer\n",
"\n",
"\n",
"prompt=\"translate English to German: Lets eat good food.\"\n",
" \n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = EncoderWrapper(model.encoder, model.decoder, model.config, num_beams, max_length, \"cpu\", num_beams)\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') # Attribute required by beam search\n",
"\n",
"model.decoder = DecoderWrapper(decoder=model.decoder,\n",
" lm_head=model.lm_head,\n",
" model_config=model.config,\n",
" num_beams=num_beams,\n",
" max_length=max_length,\n",
" device=\"cpu\")\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=prompt,\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"cpu\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that the wrappers are running as expected, let's trace the encoder, and decoder. To trace these functions, we pass the function and a sample input to the trace function. The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur.\n",
"\n",
"The decoder wrapper returns the new state of the cache as an output which is copied back to the CPU. As the cache is a large tensor, copying it to and from the XLA device for each decoder invocation will significantly slow down the inference. Instead, we can use input output aliasing, a feature of `torch_neuronx` to keep these tensors on device rather than copying back to the CPU. To use input output aliasing, we need to map the outputs to input parameters while tracing. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_neuronx\n",
"\n",
"from transformers import T5Tokenizer, T5ForConditionalGeneration\n",
"\n",
"def trace_encoder(model: T5ForConditionalGeneration,\n",
" tokenizer: T5Tokenizer,\n",
" max_length: int,\n",
" num_beams: int):\n",
" \n",
" # Trace encoder\n",
" batch_encoding = tokenizer(\"translate English to German: Lets go home now\",\n",
" max_length=max_length, truncation=True, padding='max_length', return_tensors=\"pt\")\n",
" input_ids = batch_encoding['input_ids']\n",
" attention_mask = batch_encoding['attention_mask']\n",
"\n",
" encoder = EncoderWrapper(model.encoder, model.decoder, model.config, num_beams, max_length, \"xla\", num_beams)\n",
" traced_encoder = torch_neuronx.trace(encoder, (input_ids, attention_mask), compiler_workdir=\"/tmp/encoder/\")\n",
" setattr(traced_encoder, 'main_input_name', 'input_ids') # Attribute required by beam search\n",
"\n",
" return traced_encoder\n",
"\n",
"def trace_decoder(model: T5ForConditionalGeneration,\n",
" num_beams: int,\n",
" max_length: int):\n",
"\n",
" decoder = DecoderWrapper(decoder=model.decoder,\n",
" lm_head=model.lm_head,\n",
" model_config=model.config,\n",
" num_beams=num_beams,\n",
" max_length=max_length,\n",
" device=\"xla\")\n",
"\n",
" # We create mock inputs so we can trace the decoder\n",
" decoder_input_ids = torch.ones((num_beams, 1), dtype=torch.int64)\n",
" decoder_attention_mask = torch.ones((num_beams, max_length), dtype=torch.int32)\n",
" encoder_attention_mask = torch.ones((num_beams, max_length), dtype=torch.int64)\n",
" encoder_hidden_states = torch.ones((num_beams, max_length, model.config.d_model), dtype=torch.float32)\n",
"\n",
" beam_idx = torch.arange(0, num_beams, dtype=torch.int64)\n",
" beam_scores = torch.zeros((num_beams,), dtype=torch.float)\n",
"\n",
" num_outputs_from_trace = 3 if num_beams > 1 else 1\n",
"\n",
" aliases = {}\n",
" for i in range(len(decoder.past_key_values_sa)):\n",
" aliases[decoder.past_key_values_sa[i]] = i + num_outputs_from_trace\n",
" for i in range(len(decoder.past_key_values_ca)):\n",
" aliases[decoder.past_key_values_ca[i]] = len(decoder.past_key_values_sa) + i + num_outputs_from_trace\n",
"\n",
" traced_decoder = torch_neuronx.trace(decoder, (\n",
" decoder_input_ids,\n",
" decoder_attention_mask,\n",
" encoder_hidden_states,\n",
" encoder_attention_mask,\n",
" beam_idx,\n",
" beam_scores,\n",
" ), input_output_aliases=aliases, compiler_workdir=\"/tmp/decoder/\")\n",
"\n",
" return traced_decoder\n",
"\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5ForConditionalGeneration.from_pretrained(model_name)\n",
"\n",
"# We enable this flag to ensure model uses attention key value caching\n",
"model.config.use_cache = True\n",
"\n",
"traced_encoder = trace_encoder(model, tokenizer, max_length, num_beams)\n",
"traced_decoder = trace_decoder(model, num_beams, max_length)\n",
"\n",
"torch.jit.save(traced_encoder, \"TracedEncoder.pt\")\n",
"torch.jit.save(traced_decoder, \"TracedDecoder.pt\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run inference with greedy decoding\n",
"Now that we have the traced model, let's use it for inference. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n"
]
}
],
"source": [
"runtime = torch.classes.neuron.Runtime()\n",
"runtime.initialize()\n",
"runtime.set_default_neuron_cores(0, 1)\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = torch.jit.load(\"TracedEncoder.pt\")\n",
"# Attribute required by beam search\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') \n",
"\n",
"model.decoder = torch.jit.load(\"TracedDecoder.pt\")\n",
"torch_neuronx.move_trace_to_device(model.decoder, 0)\n",
"\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=\"translate English to German: Lets eat good food.\",\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"xla\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run inference with beam search"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Let's set some run parameters for beam search\n",
"\n",
"model_name = \"t5-large\"\n",
"num_beams = 4\n",
"num_return_sequences = 4\n",
"max_length = 128\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5ForConditionalGeneration.from_pretrained(model_name)\n",
"model.config.use_cache = True\n",
"\n",
"traced_encoder = trace_encoder(model, tokenizer, max_length, num_beams)\n",
"traced_decoder = trace_decoder(model, num_beams, max_length)\n",
"\n",
"torch.jit.save(traced_encoder, \"TracedEncoder.pt\")\n",
"torch.jit.save(traced_decoder, \"TracedDecoder.pt\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n",
"2 Lassen Sie uns gutes Essen zu essen.\n",
"3 Lassen Sie uns essen gutes Essen.\n",
"4 Lassen Sie uns gutes Essen.\n"
]
}
],
"source": [
"tokenizer = T5Tokenizer.from_pretrained(model_name)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = torch.jit.load(\"TracedEncoder.pt\")\n",
"# Attribute required by beam search\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') \n",
"\n",
"model.decoder = torch.jit.load(\"TracedDecoder.pt\")\n",
"torch_neuronx.move_trace_to_device(model.decoder, 0)\n",
"\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=\"translate English to German: Lets eat good food.\",\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"xla\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# T5 model inference on Trn1 or Inf2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"In this tutorial we will compile and deploy a pretrained T5 model for accelerated inference on Neuron. \n",
"\n",
"This tutorial will use the [t5-large](https://huggingface.co/t5-large) model. The T5 model can be used for machine translation, document summarization, question answering, and classification tasks. \n",
"\n",
"This tutorial has the following main sections:\n",
"\n",
"1. Install dependencies\n",
"1. Compile the T5 model\n",
"1. Run inference with greedy decoding on Neuron\n",
"1. Run infernece with beam search on Neuron\n",
"\n",
"This Jupyter notebook should be run on a Trn1 instance (`trn1.2xlarge` or larger.) or Inf2 instance (`inf2.xlarge` or larger.)\n",
"\n",
"> Do note that flan-t5 models do not work with the code in this tutorial. We are working on fixing that. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install dependencies\n",
"\n",
"The code in this tutorial is written for Jupyter Notebooks. To use Jupyter Notebook on the Neuron instance, you\n",
"can use this [guide](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html).\n",
"\n",
"This tutorial requires the following pip packages:\n",
"\n",
"- `torch-neuronx`\n",
"- `neuronx-cc`\n",
"- `transformers`\n",
"- `optimum-neuron`\n",
"\n",
"Most of these packages will be installed when configuring your environment using the Trn1/Inf2 setup guide. The additional dependencies must be installed here:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install --upgrade transformers==4.31.0 optimum-neuron==0.0.8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"🤗 Optimum Neuron is the interface between the 🤗 Transformers library and AWS Accelerators including AWS Trainium and AWS Inferentia. It provides a set of tools enabling easy model loading, training and inference on single- and multi-Accelerator settings for different downstream tasks. In this tutorial we use 🤗 HuggingFace Optimum Neuron's generate() method instead of 🤗 [transformers's generate()](https://huggingface.co/docs/transformers/main/en/main_classes/text_generation#transformers.GenerationMixin.generate) to perform greedy decoding. Optimum Neuron takes care of padding the inputs which is necessary to infer on Neuron.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compile the model into an AWS Neuron optimized TorchScript\n",
"\n",
"In the following section, we load the T5 model, compile the model's encoder and decoder for Neuron using `torch_neuronx.trace()`, and save the optimized encoder and decoder as `TorchScript`. \n",
"\n",
"Before we trace the model, we need to make a couple of changes. \n",
"\n",
"1. We need to write encoder and decoder wrappers - `torch_neuronx` can only trace functions with positional arguments. But the T5 encoder and decoder both use keyword arguments. So, in order to trace them, we have to write wrappers that convert keyword arguments to positional arguments \n",
"2. We modify the t5 code to maximize the computation on the neuron device - Having sections of code running on cpu will reduce the performance. Moreover, we do not want to move data berween the neuron device and cpu during inference. The code we trace with `torch_neuronx` is the code that runs on the neuron device, so we refactor the t5 code to run computationally heavy operations within the wrapper. \n",
"\n",
"Let us start with the EncoderWrapper. \n",
"\n",
"In the huggingface t5 implementation, the encoder block takes in the input ids and returns the encoder hidden states. This hidden states are then used to initialize the KV cache in the decoder blocks during the first decoder invocation. We could trace both the encoder and the cache initialization step separately. But there is a better way, we could just compute the initial KV cache state within the encoder wrapper. This way, we remove the overhead of moving the hidden states from neuron device to cpu and back. This also allows neuron's compiler to optimize execution across both the encoder and cache initialization. \n",
"\n",
"*Why don't we just initalize the cache on the first decoder run?* \n",
"\n",
"This is harder to do on Neuron. Similar to `torch.jit.trace()`, `torch_neuronx.trace()` produces a function that has a fixed control flow, i.e. there are no conditional executions. So we cannot choose to conditionally initialize the cache in the first decoder iteration. Instead, we can compute the initial cache state outside the generation flow and pass the cache to it. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"\n",
"from transformers.models.t5.modeling_t5 import T5Stack, T5LayerCrossAttention\n",
"\n",
"class EncoderWrapper(torch.nn.Module):\n",
" '''\n",
" We will trace an instance of the EncoderWrapper. \n",
" This wrapper just converts positional args to kwargs. \n",
" '''\n",
"\n",
" def __init__(self, \n",
" encoder,\n",
" decoder, \n",
" model_config, \n",
" batch_size, \n",
" max_length, \n",
" device, \n",
" num_beams,\n",
" tp_degree=None):\n",
" \n",
" super().__init__()\n",
" self.encoder = encoder\n",
" self.decoder = decoder\n",
" self.batch_size = batch_size\n",
" self.max_length = max_length\n",
" self.model_config = model_config\n",
" self.device = device\n",
" self.num_beams = num_beams\n",
" self.num_attention_heads_per_partition = model_config.num_heads\n",
" self.tp_degree = tp_degree\n",
"\n",
" def forward(self, input_ids, attention_mask):\n",
" '''\n",
" This is the core functionality we want to trace. \n",
" '''\n",
" encoder_output = self.encoder(input_ids=input_ids,\n",
" attention_mask=attention_mask,\n",
" output_attentions=False,\n",
" output_hidden_states=False)\n",
"\n",
" last_hidden_state = encoder_output[\"last_hidden_state\"]\n",
" encoder_hidden_states = torch.concat([tensor.unsqueeze(0).repeat(self.num_beams, 1, 1) for tensor in last_hidden_state])\n",
"\n",
" decoder_blocks = self.decoder.block\n",
" present_key_value_states_sa = []\n",
" present_key_value_states_ca = []\n",
"\n",
" for i, block in enumerate(decoder_blocks):\n",
"\n",
" # Cross attention has to be initialized with the encoder hidden state\n",
" cross_attention: T5LayerCrossAttention = block.layer[1]\n",
" attention = cross_attention.EncDecAttention\n",
"\n",
" def shape(states):\n",
" \"\"\"projection\"\"\"\n",
" return states.view(self.batch_size, -1, self.num_attention_heads_per_partition, attention.key_value_proj_dim).transpose(1, 2)\n",
"\n",
" key_states = shape(attention.k(encoder_hidden_states))\n",
" value_states = shape(attention.v(encoder_hidden_states))\n",
"\n",
" # cross_attn_kv_state\n",
" present_key_value_states_ca.append(key_states) \n",
" present_key_value_states_ca.append(value_states) \n",
" \n",
" # Self attention kv states are initialized to zeros. This is done to keep the size of the kv cache tensor constant. \n",
" # The kv cache will be an input to the decoder trace. Any traced function will have a fixed control flow. What this means \n",
" # is that the trace performs the exact same computations on inputs of the same shape in each invocation. So the attention \n",
" # kv cache is padded here to keep a fixed shape. \n",
" present_key_value_states_sa.append(torch.zeros((self.batch_size, # key states\n",
" self.model_config.num_heads, \n",
" self.max_length-1, \n",
" self.model_config.d_kv), dtype=torch.float32, device=self.device)) \n",
" present_key_value_states_sa.append(torch.zeros((self.batch_size, # value states\n",
" self.model_config.num_heads, \n",
" self.max_length-1, \n",
" self.model_config.d_kv), dtype=torch.float32, device=self.device))\n",
"\n",
" return present_key_value_states_sa + present_key_value_states_ca\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"In the decoder wrapper, in addition to converting keyword arguments to positional arguments we add support for attention caching. Generating text from the encoder decoder models is an autoregressive process. For each invocation, we have to compute the key and value states of the attention heads repeatedly. To improve the performance, we cache the key and value states. This cache is what HuggingFace transformers code refers to as `past_key_values`.\n",
"\n",
"In HuggingFace transformers, the `past_key_values` are updated outside the decoder. This works for training and evaluation but for inference we want to perform them within a single trace. This way, we can optimize across both the decoder execution and cache update. So, we move the cache update within the decoder wrapper."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class DecoderWrapper(torch.nn.Module):\n",
"\n",
" def __init__(self, \n",
" decoder: T5Stack, \n",
" lm_head: torch.nn.Linear,\n",
" model_config,\n",
" num_beams: int, \n",
" max_length: int,\n",
" device: str,\n",
" tp_degree=None):\n",
" super().__init__() \n",
" self.decoder = decoder\n",
" self.lm_head = lm_head\n",
" self.model_dim=model_config.d_model\n",
" self.device = device\n",
" self.num_beams = num_beams\n",
" self.batch_size = 1\n",
" self.config = model_config\n",
" \n",
" num_heads=model_config.num_heads\n",
" num_decoder_layers=model_config.num_decoder_layers\n",
"\n",
" self.num_attention_heads_per_partition = num_heads\n",
"\n",
" # (num_beams, n_heads, seq_length, dim_per_head)\n",
" if device == \"cpu\":\n",
" self.past_key_values_sa = [torch.ones((num_beams,num_heads,max_length-1,model_config.d_kv), dtype=torch.float32) for _ in range(num_decoder_layers * 2)]\n",
" self.past_key_values_ca = [torch.ones((num_beams,num_heads,max_length,model_config.d_kv), dtype=torch.float32) for _ in range(num_decoder_layers * 2)]\n",
" elif device == \"xla\":\n",
" self.past_key_values_sa = torch.nn.ParameterList([torch.nn.Parameter(torch.ones((num_beams,self.num_attention_heads_per_partition,max_length-1,model_config.d_kv), dtype=torch.float32), requires_grad=False) for _ in range(num_decoder_layers * 2)])\n",
" self.past_key_values_ca = torch.nn.ParameterList([torch.nn.Parameter(torch.ones((num_beams,self.num_attention_heads_per_partition,max_length,model_config.d_kv), dtype=torch.float32), requires_grad=False) for _ in range(num_decoder_layers * 2)])\n",
"\n",
" def update_past(self, past_key_values):\n",
" new_past_sa = []\n",
" new_past_ca = []\n",
" for past_layer in past_key_values:\n",
" new_past_layer = list(past_layer)\n",
" for i in range(len(new_past_layer[:2])):\n",
" new_past_layer[i] = past_layer[i][:, :, 1:]\n",
" new_past_sa += [new_past_layer[:2],]\n",
" new_past_ca += [new_past_layer[2:],]\n",
" return new_past_sa, new_past_ca\n",
" \n",
" def reorder_cache(self, past_key_values, beam_idx):\n",
" for i in range(len(past_key_values)):\n",
" gather_index = beam_idx.view([beam_idx.shape[0],1,1,1]).expand_as(past_key_values[i])\n",
" past_key_values[i] = torch.gather(past_key_values[i], dim = 0, index=gather_index)\n",
" return past_key_values\n",
"\n",
" def forward(self,\n",
" input_ids,\n",
" decoder_attention_mask,\n",
" encoder_hidden_states,\n",
" encoder_attention_mask,\n",
" beam_idx,\n",
" beam_scores,\n",
" **kwargs):\n",
"\n",
" if self.num_beams > 1:\n",
" # We reorder the cache based on the beams selected in each iteration. Required step for beam search.\n",
" past_key_values_sa = self.reorder_cache(self.past_key_values_sa, beam_idx)\n",
" past_key_values_ca = self.reorder_cache(self.past_key_values_ca, beam_idx)\n",
" else:\n",
" # We do not need to reorder for greedy sampling\n",
" past_key_values_sa = self.past_key_values_sa\n",
" past_key_values_ca = self.past_key_values_ca\n",
"\n",
" # The cache is stored in a flatten form. We order the cache per layer before passing it to the decoder. \n",
" # Each layer has 4 tensors, so we group by 4. \n",
" past_key_values = [[*past_key_values_sa[i*2:i*2+2], *past_key_values_ca[i*2:i*2+2]] for i in range(0, int(len(past_key_values_ca)/2))]\n",
"\n",
" decoder_output = self.decoder(\n",
" input_ids=input_ids,\n",
" attention_mask=decoder_attention_mask,\n",
" past_key_values=past_key_values,\n",
" encoder_hidden_states=encoder_hidden_states,\n",
" encoder_attention_mask=encoder_attention_mask,\n",
" use_cache=True,\n",
" output_attentions=False,\n",
" output_hidden_states=False)\n",
"\n",
" last_hidden_state = decoder_output['last_hidden_state']\n",
" past_key_values = decoder_output['past_key_values']\n",
"\n",
" if self.config.tie_word_embeddings:\n",
" # Rescale output before projecting on vocab\n",
" # See https://github.com/tensorflow/mesh/blob/fa19d69eafc9a482aff0b59ddd96b025c0cb207d/mesh_tensorflow/transformer/transformer.py#L586\n",
" last_hidden_state = last_hidden_state * (self.model_dim**-0.5)\n",
" \n",
" lm_logits = self.lm_head(last_hidden_state)\n",
"\n",
" past_key_values_sa, past_key_values_ca = self.update_past(past_key_values)\n",
"\n",
" # We flatten the cache to a single array. This is required for the input output aliasing to work\n",
" past_key_values_sa = [vec for kv_per_layer in past_key_values_sa for vec in kv_per_layer]\n",
" past_key_values_ca = [vec for kv_per_layer in past_key_values_ca for vec in kv_per_layer]\n",
"\n",
" if self.device == \"cpu\":\n",
" self.past_key_values_sa = past_key_values_sa\n",
" self.past_key_values_ca = past_key_values_ca\n",
"\n",
" # We calculate topk inside the wrapper\n",
" next_token_logits = lm_logits[:, -1, :]\n",
"\n",
" if self.num_beams > 1:\n",
" # This section of beam search is run outside the decoder in the huggingface t5 implementation. \n",
" # To maximize the computation within the neuron device, we move this within the wrapper\n",
" logit_max, _ = torch.max(next_token_logits, dim=-1, keepdim=True)\n",
" logsumexp = torch.log(torch.exp(next_token_logits - logit_max).sum(dim=-1, keepdim=True))\n",
" next_token_scores = next_token_logits - logit_max - logsumexp\n",
" next_token_scores = next_token_scores + beam_scores[:, None].expand_as(next_token_scores)\n",
"\n",
" # reshape for beam search\n",
" vocab_size = next_token_scores.shape[-1]\n",
" next_token_scores = next_token_scores.view(self.batch_size, self.num_beams * vocab_size)\n",
" next_token_scores = next_token_scores * 1\n",
"\n",
" # Sample 2 next tokens for each beam (so we have some spare tokens and match output of beam search)\n",
" next_token_scores, next_tokens = torch.topk(\n",
" next_token_scores, 2 * self.num_beams, dim=1, largest=True, sorted=True\n",
" ) \n",
"\n",
" next_indices = torch.div(next_tokens, vocab_size, rounding_mode=\"floor\")\n",
" next_tokens = next_tokens % vocab_size\n",
"\n",
" return [next_token_scores, next_tokens, next_indices] + past_key_values_sa + past_key_values_ca\n",
" else:\n",
" # Greedy \n",
" next_tokens = torch.argmax(next_token_logits, dim=-1)\n",
" return [next_tokens] + past_key_values_sa + past_key_values_ca\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's create a T5 model wrapper to make it compatible with our traced encoder and decoder. \n",
"\n",
"There are two reasons for having this wrapper, \n",
"\n",
"1. The encoder and decoder traces can only be invoked with positional arguments. But the HuggingFace transformers code is written with keyword arguments. So we override the functions that invoke encoder and decoder to call with positional arguments. \n",
"1. The generate() function in the NeuronGenerationMixin performs cache update within the CPU. As we are handling the cache within the DecoderWrapper, we disable the cache update on CPU. \n",
"1. The topK computation to determine the next tokens for beam search was moved into the decoder wrapper. So, we need to override the huggingface's beam search implementation to accept the next tokens and the beam scores from the decoder. \n",
"\n",
"Let's also override the `generate()` function so that it will intialize the cache using the cache initalizer before starting the greedy decoding."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_xla.core.xla_model as xm\n",
"\n",
"from transformers import T5Tokenizer, T5ForConditionalGeneration\n",
"from transformers.modeling_outputs import BaseModelOutput, Seq2SeqLMOutput\n",
"from transformers.models.t5.modeling_t5 import T5Stack, T5LayerCrossAttention\n",
"from transformers.generation.utils import ModelOutput\n",
"from typing import Any, Dict, List, Optional, Tuple, Union\n",
"from transformers.generation.beam_search import BeamScorer, BeamSearchScorer\n",
"\n",
"from optimum.neuron.generation import NeuronGenerationMixin\n",
"\n",
"from transformers.generation.logits_process import (\n",
" LogitsProcessorList,\n",
")\n",
"from transformers.generation.stopping_criteria import (\n",
" MaxLengthCriteria,\n",
" MaxTimeCriteria,\n",
" StoppingCriteriaList,\n",
" validate_stopping_criteria,\n",
")\n",
"\n",
"from transformers.generation.utils import (\n",
" BeamSearchOutput,\n",
" GreedySearchOutput,\n",
")\n",
"\n",
"class T5Wrapper(T5ForConditionalGeneration, NeuronGenerationMixin):\n",
"\n",
" def _prepare_encoder_decoder_kwargs_for_generation(\n",
" self, \n",
" inputs_tensor: torch.Tensor, \n",
" model_kwargs, \n",
" model_input_name: Optional[str] = None\n",
" ) -> Dict[str, Any]:\n",
" encoder = self.get_encoder()\n",
" model_kwargs[\"encoder_outputs\"]: ModelOutput = encoder(inputs_tensor, model_kwargs[\"attention_mask\"])\n",
" return model_kwargs\n",
"\n",
" # Override to cut the input_ids to just last token\n",
" def prepare_inputs_for_generation(\n",
" self,\n",
" input_ids,\n",
" past_key_values=None,\n",
" attention_mask=None,\n",
" head_mask=None,\n",
" decoder_head_mask=None,\n",
" decoder_attention_mask=None,\n",
" cross_attn_head_mask=None,\n",
" use_cache=None,\n",
" encoder_outputs=None,\n",
" **kwargs,\n",
" ):\n",
" # cut decoder_input_ids as past is cached\n",
" input_ids = input_ids[:, -1:]\n",
"\n",
" return {\n",
" \"decoder_input_ids\": input_ids,\n",
" \"past_key_values\": past_key_values,\n",
" \"encoder_outputs\": encoder_outputs,\n",
" \"attention_mask\": attention_mask,\n",
" \"head_mask\": head_mask,\n",
" \"decoder_head_mask\": decoder_head_mask,\n",
" \"decoder_attention_mask\": decoder_attention_mask,\n",
" \"cross_attn_head_mask\": cross_attn_head_mask,\n",
" \"use_cache\": use_cache,\n",
" }\n",
" \n",
" '''\n",
" We update the cache in the decoder trace, so lets override the _update_model_kwargs_for_xla_generation in NeuronGenerationMixin\n",
" '''\n",
" def _update_model_kwargs_for_xla_generation(\n",
" self,\n",
" model_kwargs: Dict[str, Any],\n",
" batch_size: int,\n",
" is_encoder_decoder: bool = False,\n",
" standardize_cache_format: bool = False,\n",
" max_length: Optional[int] = None,\n",
" seq_length: Optional[int] = None,\n",
" use_cache: bool = True,\n",
" ) -> Dict[str, Any]:\n",
"\n",
" def _update_attention(model_kwargs, is_encoder_decoder):\n",
" \"\"\"Updates the appropriate attention mask -- encoder-decoder models use `decoder_attention_mask`\"\"\"\n",
"\n",
" attention_mask_name = \"decoder_attention_mask\" if is_encoder_decoder else \"attention_mask\"\n",
" attention_mask = model_kwargs.pop(attention_mask_name)\n",
" attention_mask_update_slice = torch.ones(\n",
" (batch_size, 1), dtype=attention_mask.dtype, device=attention_mask.device\n",
" )\n",
" attention_mask = torch.cat([attention_mask[:, 1:], attention_mask_update_slice], dim=-1)\n",
" mask = {attention_mask_name: attention_mask}\n",
" return mask\n",
"\n",
" mask = _update_attention(model_kwargs, is_encoder_decoder)\n",
" # sets the updated variables (mask and past_key_values)\n",
" model_kwargs.update(mask)\n",
"\n",
" # Set a mock cache tensor\n",
" model_kwargs[\"past_key_values\"] = torch.tensor([])\n",
"\n",
" return model_kwargs\n",
" \n",
" def _reorder_cache(self, past_key_values, beam_idx):\n",
" '''\n",
" This is needed for beam search and not greedy sampling\n",
" We reorder the cache within the trace so we can skip it in modelling_t5.py. So we override the _reorder_cache\n",
" '''\n",
" self.beam_idx = beam_idx\n",
" return past_key_values\n",
"\n",
" def generate(self,\n",
" tokenizer: T5Tokenizer,\n",
" prompt: str,\n",
" max_length: int,\n",
" num_beams: int,\n",
" num_return_sequences: int,\n",
" device: str):\n",
"\n",
" batch_encoding = tokenizer(prompt, max_length=max_length, truncation=True, padding='max_length',\n",
" return_tensors=\"pt\")\n",
"\n",
" past_key_values = self.encoder(batch_encoding['input_ids'],batch_encoding['attention_mask'])\n",
" \n",
" decoder_attention_mask = torch.cat([torch.zeros((1, max_length-1), dtype=torch.int32),\n",
" torch.ones((1, 1), dtype=torch.int32)], axis=1)\n",
"\n",
" # copy the new cache state to the decoder\n",
" if device == \"xla\":\n",
" for state, tensor in zip(self.decoder.parameters(), past_key_values):\n",
" state.copy_(tensor)\n",
" else:\n",
" # First half of the cache is self attention and the rest is cross attention\n",
" self.decoder.past_key_values_sa = past_key_values[:len(past_key_values)//2]\n",
" self.decoder.past_key_values_ca = past_key_values[len(past_key_values)//2:]\n",
" \n",
" output = super().generate(**batch_encoding,\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" do_sample=False,\n",
" use_cache=True,\n",
" decoder_attention_mask=decoder_attention_mask, \n",
" encoder_outputs={\"last_hidden_state\": torch.ones((1,128,1))}) # Pass fake encoder_outputs so the transfomers code will not invoke the encoder\n",
" return output\n",
"\n",
" def forward(\n",
" self,\n",
" attention_mask: Optional[torch.FloatTensor] = None,\n",
" decoder_input_ids: Optional[torch.LongTensor] = None,\n",
" decoder_attention_mask: Optional[torch.BoolTensor] = None,\n",
" encoder_outputs: Optional[Tuple[Tuple[torch.Tensor]]] = None,\n",
" beam_scores = None,\n",
" **kwargs\n",
" ) -> Union[Tuple[torch.FloatTensor], Seq2SeqLMOutput]:\n",
"\n",
" hidden_states = encoder_outputs[\"last_hidden_state\"]\n",
"\n",
" if not hasattr(self, 'beam_idx'):\n",
" # Infering the number of beams from the attention mask\n",
" num_beams = attention_mask.shape[0]\n",
" self.beam_idx = torch.arange(0, num_beams, dtype=torch.int64)\n",
"\n",
" decoder_outputs = self.decoder(\n",
" decoder_input_ids,\n",
" decoder_attention_mask,\n",
" hidden_states,\n",
" attention_mask,\n",
" self.beam_idx,\n",
" beam_scores\n",
" )\n",
"\n",
" # lm_logits = decoder_outputs[0]\n",
" next_token_scores = decoder_outputs[0]\n",
" next_tokens = decoder_outputs[1]\n",
" next_indices = decoder_outputs[2]\n",
"\n",
" return next_token_scores, next_tokens, next_indices\n",
"\n",
" def beam_search(\n",
" self,\n",
" input_ids: torch.LongTensor,\n",
" beam_scorer: BeamScorer,\n",
" logits_processor: Optional[LogitsProcessorList] = None,\n",
" stopping_criteria: Optional[StoppingCriteriaList] = None,\n",
" max_length: Optional[int] = None,\n",
" pad_token_id: Optional[int] = None,\n",
" eos_token_id: Optional[Union[int, List[int]]] = None,\n",
" output_attentions: Optional[bool] = None,\n",
" output_hidden_states: Optional[bool] = None,\n",
" output_scores: Optional[bool] = None,\n",
" return_dict_in_generate: Optional[bool] = None,\n",
" synced_gpus: Optional[bool] = False,\n",
" seq_length: Optional[int] = None,\n",
" **model_kwargs,\n",
" ) -> Union[BeamSearchOutput, torch.LongTensor]:\n",
"\n",
" logits_processor = logits_processor if logits_processor is not None else LogitsProcessorList()\n",
" stopping_criteria = stopping_criteria if stopping_criteria is not None else StoppingCriteriaList()\n",
" pad_token_id = pad_token_id if pad_token_id is not None else self.generation_config.pad_token_id\n",
" eos_token_id = eos_token_id if eos_token_id is not None else self.generation_config.eos_token_id\n",
" if isinstance(eos_token_id, int):\n",
" eos_token_id = [eos_token_id]\n",
" output_scores = output_scores if output_scores is not None else self.generation_config.output_scores\n",
" output_attentions = (\n",
" output_attentions if output_attentions is not None else self.generation_config.output_attentions\n",
" )\n",
" output_hidden_states = (\n",
" output_hidden_states if output_hidden_states is not None else self.generation_config.output_hidden_states\n",
" )\n",
"\n",
" batch_size = len(beam_scorer._beam_hyps)\n",
" num_beams = beam_scorer.num_beams\n",
"\n",
" batch_beam_size, cur_len = input_ids.shape\n",
"\n",
" # Overwrite cur_len\n",
" cur_len = seq_length\n",
"\n",
" if num_beams * batch_size != batch_beam_size:\n",
" raise ValueError(\n",
" f\"Batch dimension of `input_ids` should be {num_beams * batch_size}, but is {batch_beam_size}.\"\n",
" )\n",
"\n",
" # init attention / hidden states / scores tuples\n",
" scores = () if (return_dict_in_generate and output_scores) else None\n",
" beam_indices = (\n",
" tuple(() for _ in range(batch_beam_size)) if (return_dict_in_generate and output_scores) else None\n",
" )\n",
"\n",
" # initialise score of first beam with 0 and the rest with -1e9. This makes sure that only tokens\n",
" # of the first beam are considered to avoid sampling the exact same tokens across all beams.\n",
" # beam_scores = torch.zeros((batch_size, num_beams), dtype=torch.float, device=input_ids.device)\n",
" beam_scores_device = \"cpu\"\n",
" beam_scores = torch.zeros((batch_size, num_beams), dtype=torch.float, device=beam_scores_device)\n",
" beam_scores[:, 1:] = -1e9\n",
" beam_scores = beam_scores.view((batch_size * num_beams,))\n",
"\n",
" while True:\n",
" # prepare model inputs\n",
" # From max_length-sized input_ids, select first\n",
" # cur_len - 1 values.\n",
" update_indices = torch.stack(\n",
" [torch.arange(input_ids.size(0)), torch.tensor(cur_len - 1).repeat(input_ids.size(0))], dim=-1\n",
" )\n",
" input_ids_ = input_ids[update_indices[:, 0], update_indices[:, 1], None]\n",
" model_inputs = self.prepare_inputs_for_generation(input_ids_, **model_kwargs)\n",
"\n",
" next_token_scores, next_tokens, next_indices = self(\n",
" **model_inputs,\n",
" return_dict=True,\n",
" output_attentions=output_attentions,\n",
" output_hidden_states=output_hidden_states,\n",
" beam_scores=beam_scores\n",
" )\n",
"\n",
" # stateless\n",
" beam_outputs = beam_scorer.process(\n",
" input_ids.to(\"cpu\")[:, :cur_len],\n",
" next_token_scores.to(\"cpu\"),\n",
" next_tokens.to(\"cpu\"),\n",
" next_indices.to(\"cpu\"),\n",
" pad_token_id=pad_token_id,\n",
" eos_token_id=eos_token_id,\n",
" beam_indices=beam_indices,\n",
" )\n",
"\n",
" beam_scores = beam_outputs[\"next_beam_scores\"]\n",
" beam_next_tokens = beam_outputs[\"next_beam_tokens\"]\n",
" beam_idx = beam_outputs[\"next_beam_indices\"]\n",
"\n",
" update_indices = torch.stack(\n",
" [torch.arange(batch_beam_size), torch.tensor(cur_len - 1).repeat(batch_beam_size)], dim=-1\n",
" )\n",
" update_indices_2 = torch.stack(\n",
" [torch.arange(batch_beam_size), torch.tensor(cur_len).repeat(batch_beam_size)], dim=-1\n",
" )\n",
" # First select beam_indices\n",
" device = input_ids.device\n",
" beam_idx_device = beam_idx.to(device=input_ids.device)\n",
" input_ids[:, :] = input_ids[beam_idx_device.long(), :]\n",
"\n",
" # Then append new tokens\n",
" input_ids[update_indices_2[:, 0], update_indices_2[:, 1], None] = beam_next_tokens.unsqueeze(-1).to(device).to(torch.long)\n",
" input_ids = input_ids * 1 # Hack to materialize tensor\n",
"\n",
" # update generated ids, model inputs, and length for next step\n",
" model_kwargs = self._update_model_kwargs_for_xla_generation(\n",
" model_kwargs,\n",
" batch_size=batch_beam_size,\n",
" is_encoder_decoder=self.config.is_encoder_decoder,\n",
" max_length=stopping_criteria.max_length,\n",
" seq_length=cur_len,\n",
" use_cache=model_kwargs[\"use_cache\"],\n",
" )\n",
" if model_kwargs[\"past_key_values\"] is not None:\n",
" model_kwargs[\"past_key_values\"] = self._reorder_cache(model_kwargs[\"past_key_values\"], beam_idx.to(torch.int64))\n",
"\n",
" if return_dict_in_generate and output_scores:\n",
" beam_indices = tuple((beam_indices[beam_idx[i]] + (beam_idx[i],) for i in range(len(beam_indices))))\n",
"\n",
" # increase cur_len\n",
" cur_len = cur_len + 1\n",
"\n",
" # stop when each sentence is finished, or if we exceed the maximum length\n",
" stop_criterion_1 = beam_scorer.is_done\n",
" if isinstance(stopping_criteria, list):\n",
" if len(stopping_criteria) == 1:\n",
" stopping_criteria = stopping_criteria[0]\n",
"\n",
" # Cases that can be handled in XLA without requiring\n",
" # non-padded input_ids\n",
" if isinstance(stopping_criteria, MaxLengthCriteria):\n",
" stop_criterion_2 = cur_len >= stopping_criteria.max_length\n",
" elif isinstance(stopping_criteria, MaxTimeCriteria):\n",
" stop_criterion_2 = stopping_criteria(input_ids, scores)\n",
" else:\n",
" # Other cases will be handled on CPU\n",
" batch_size, _ = input_ids.shape\n",
" input_ids_cpu = input_ids.to(\"cpu\")\n",
" mask = torch.cat(\n",
" [torch.ones(batch_size, cur_len), torch.zeros(batch_size, input_ids.shape[1] - cur_len)], dim=1\n",
" ).bool()\n",
" input_ids_cpu = torch.masked_select(input_ids_cpu, mask).reshape((batch_size, cur_len))\n",
" scores_cpu = scores.to(\"cpu\") if torch.is_tensor(scores) else scores\n",
" stop_criterion_2 = stopping_criteria(input_ids_cpu, scores_cpu)\n",
"\n",
" if stop_criterion_1 or stop_criterion_2:\n",
" if not synced_gpus:\n",
" break\n",
" else:\n",
" this_peer_finished = True\n",
"\n",
" sequence_outputs = beam_scorer.finalize(\n",
" input_ids.to(\"cpu\"),\n",
" beam_scores.to(\"cpu\"),\n",
" next_tokens.to(\"cpu\"),\n",
" next_indices.to(\"cpu\"),\n",
" pad_token_id=pad_token_id,\n",
" eos_token_id=eos_token_id,\n",
" max_length=stopping_criteria.max_length,\n",
" beam_indices=beam_indices,\n",
" )\n",
"\n",
" for k, v in sequence_outputs.items():\n",
" if type(v) == torch.Tensor:\n",
" sequence_outputs[k] = sequence_outputs[k].to(input_ids.device)\n",
"\n",
" return sequence_outputs[\"sequences\"]\n",
"\n",
"\n",
" def greedy_search(\n",
" self,\n",
" input_ids: torch.LongTensor,\n",
" logits_processor: Optional[LogitsProcessorList] = None,\n",
" stopping_criteria: Optional[StoppingCriteriaList] = None,\n",
" max_length: Optional[int] = None,\n",
" pad_token_id: Optional[int] = None,\n",
" eos_token_id: Optional[Union[int, List[int]]] = None,\n",
" output_attentions: Optional[bool] = None,\n",
" output_hidden_states: Optional[bool] = None,\n",
" output_scores: Optional[bool] = None,\n",
" return_dict_in_generate: Optional[bool] = None,\n",
" seq_length: Optional[int] = int,\n",
" streamer: Optional[\"BaseStreamer\"] = None,\n",
" **model_kwargs,\n",
" ) -> Union[GreedySearchOutput, torch.LongTensor]:\n",
" \"\"\"\n",
" Overriding greedy sampling to use next tokens returned from neuron device instead of logits.\n",
" \"\"\"\n",
" # init values\n",
" logits_processor = logits_processor if logits_processor is not None else LogitsProcessorList()\n",
" use_cache = model_kwargs[\"use_cache\"] if \"use_cache\" in model_kwargs else False\n",
" stopping_criteria = stopping_criteria if stopping_criteria is not None else StoppingCriteriaList()\n",
" pad_token_id = pad_token_id if pad_token_id is not None else self.generation_config.pad_token_id\n",
" eos_token_id = eos_token_id if eos_token_id is not None else self.generation_config.eos_token_id\n",
" if isinstance(eos_token_id, int):\n",
" eos_token_id = [eos_token_id]\n",
" eos_token_id_tensor = torch.tensor(eos_token_id).to(input_ids.device) if eos_token_id is not None else None\n",
" output_scores = output_scores if output_scores is not None else self.generation_config.output_scores\n",
" output_attentions = (\n",
" output_attentions if output_attentions is not None else self.generation_config.output_attentions\n",
" )\n",
" output_hidden_states = (\n",
" output_hidden_states if output_hidden_states is not None else self.generation_config.output_hidden_states\n",
" )\n",
"\n",
" # init attention / hidden states / scores tuples\n",
" scores = () if (return_dict_in_generate and output_scores) else None\n",
" decoder_attentions = () if (return_dict_in_generate and output_attentions) else None\n",
" cross_attentions = () if (return_dict_in_generate and output_attentions) else None\n",
" decoder_hidden_states = () if (return_dict_in_generate and output_hidden_states) else None\n",
"\n",
"\n",
" # keep track of which sequences are already finished\n",
" unfinished_sequences = torch.ones(input_ids.shape[0], dtype=torch.long, device=input_ids.device)\n",
"\n",
" this_peer_finished = False # used by synced_gpus only\n",
" while True:\n",
"\n",
" # prepare model inputs\n",
" # From max_length-sized input_ids, select first\n",
" # seq_length - 1 values.\n",
"\n",
" if model_kwargs.get(\"past_key_values\") is None:\n",
" input_ids_ = input_ids[:, :seq_length]\n",
" else:\n",
" update_indices = torch.stack(\n",
" [torch.arange(input_ids.size(0)), torch.tensor(seq_length - 1).repeat(input_ids.size(0))],\n",
" dim=-1,\n",
" )\n",
" input_ids_ = input_ids[update_indices[:, 0], update_indices[:, 1], None]\n",
"\n",
" model_inputs = self.prepare_inputs_for_generation(input_ids_, **model_kwargs)\n",
" \n",
" # forward pass to get next token\n",
" output = self(\n",
" **model_inputs,\n",
" return_dict=True,\n",
" output_attentions=output_attentions,\n",
" output_hidden_states=output_hidden_states,\n",
" )\n",
" next_tokens = output[0]\n",
"\n",
" # finished sentences should have their next token be a padding token\n",
" if eos_token_id is not None:\n",
" if pad_token_id is None:\n",
" raise ValueError(\"If `eos_token_id` is defined, make sure that `pad_token_id` is defined.\")\n",
" next_tokens = next_tokens * unfinished_sequences + pad_token_id * (1 - unfinished_sequences)\n",
"\n",
" # update generated ids, model inputs, and length for next step\n",
"\n",
" batch_size, _ = input_ids.shape\n",
" update_indices = torch.stack(\n",
" [torch.arange(batch_size), torch.tensor(seq_length).repeat(batch_size)], dim=-1\n",
" )\n",
" input_ids[update_indices[:, 0], update_indices[:, 1]] = next_tokens[:]\n",
" model_kwargs = self._update_model_kwargs_for_xla_generation(\n",
" model_kwargs,\n",
" batch_size=batch_size,\n",
" is_encoder_decoder=self.config.is_encoder_decoder,\n",
" max_length=stopping_criteria.max_length,\n",
" seq_length=seq_length,\n",
" use_cache=use_cache,\n",
" )\n",
"\n",
" seq_length += 1\n",
"\n",
" # if eos_token was found in one sentence, set sentence to finished\n",
" if eos_token_id_tensor is not None:\n",
" unfinished_sequences = unfinished_sequences.mul(\n",
" next_tokens.tile(eos_token_id_tensor.shape[0], 1).ne(eos_token_id_tensor.unsqueeze(1)).prod(dim=0)\n",
" )\n",
"\n",
" # stop when each sentence is finished, or if we exceed the maximum length\n",
" stop_criterion_1 = unfinished_sequences.max() == 0\n",
"\n",
" if isinstance(stopping_criteria, list):\n",
" if len(stopping_criteria) == 1:\n",
" stopping_criteria = stopping_criteria[0]\n",
"\n",
" # Cases that can be handled in XLA without requiring\n",
" # non-padded input_ids\n",
" if isinstance(stopping_criteria, MaxLengthCriteria):\n",
" stop_criterion_2 = seq_length >= stopping_criteria.max_length\n",
" elif isinstance(stopping_criteria, MaxTimeCriteria):\n",
" stop_criterion_2 = stopping_criteria(input_ids, scores)\n",
" else:\n",
" # Other cases will be handled on CPU\n",
" batch_size, _ = input_ids.shape\n",
" mask = torch.cat(\n",
" [torch.ones(batch_size, seq_length), torch.zeros(batch_size, input_ids.shape[1] - seq_length)],\n",
" dim=1,\n",
" ).bool()\n",
" input_ids_cpu = torch.masked_select(input_ids, mask).reshape((batch_size, seq_length)).to(\"cpu\")\n",
" scores_cpu = scores.to(\"cpu\") if torch.is_tensor(scores) else scores\n",
" stop_criterion_2 = stopping_criteria(input_ids_cpu, scores_cpu)\n",
"\n",
" if stop_criterion_1 or stop_criterion_2:\n",
" this_peer_finished = True\n",
"\n",
" if this_peer_finished:\n",
" break\n",
"\n",
" if streamer is not None:\n",
" streamer.end()\n",
"\n",
" return input_ids\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's test inference on CPU with all the wrappers before tracing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Let's set some run parameters\n",
"\n",
"model_name = \"t5-large\"\n",
"num_beams = 1\n",
"num_return_sequences = 1\n",
"max_length = 128"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n"
]
}
],
"source": [
"from transformers import T5Tokenizer\n",
"\n",
"\n",
"prompt=\"translate English to German: Lets eat good food.\"\n",
" \n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = EncoderWrapper(model.encoder, model.decoder, model.config, num_beams, max_length, \"cpu\", num_beams)\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') # Attribute required by beam search\n",
"\n",
"model.decoder = DecoderWrapper(decoder=model.decoder,\n",
" lm_head=model.lm_head,\n",
" model_config=model.config,\n",
" num_beams=num_beams,\n",
" max_length=max_length,\n",
" device=\"cpu\")\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=prompt,\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"cpu\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that the wrappers are running as expected, let's trace the encoder, and decoder. To trace these functions, we pass the function and a sample input to the trace function. The result of the trace stage will be a static executable where the operations to be run upon inference are determined during compilation. This means that when inferring, the resulting Neuron model must be executed with tensors that are the exact same shape as those provided at compilation time. If a model is given a tensor at inference time whose shape does not match the tensor given at compilation time, an error will occur.\n",
"\n",
"The decoder wrapper returns the new state of the cache as an output which is copied back to the CPU. As the cache is a large tensor, copying it to and from the XLA device for each decoder invocation will significantly slow down the inference. Instead, we can use input output aliasing, a feature of `torch_neuronx` to keep these tensors on device rather than copying back to the CPU. To use input output aliasing, we need to map the outputs to input parameters while tracing. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch_neuronx\n",
"\n",
"from transformers import T5Tokenizer, T5ForConditionalGeneration\n",
"\n",
"def trace_encoder(model: T5ForConditionalGeneration,\n",
" tokenizer: T5Tokenizer,\n",
" max_length: int,\n",
" num_beams: int):\n",
" \n",
" # Trace encoder\n",
" batch_encoding = tokenizer(\"translate English to German: Lets go home now\",\n",
" max_length=max_length, truncation=True, padding='max_length', return_tensors=\"pt\")\n",
" input_ids = batch_encoding['input_ids']\n",
" attention_mask = batch_encoding['attention_mask']\n",
"\n",
" encoder = EncoderWrapper(model.encoder, model.decoder, model.config, num_beams, max_length, \"xla\", num_beams)\n",
" traced_encoder = torch_neuronx.trace(encoder, (input_ids, attention_mask), compiler_workdir=\"/tmp/encoder/\")\n",
" setattr(traced_encoder, 'main_input_name', 'input_ids') # Attribute required by beam search\n",
"\n",
" return traced_encoder\n",
"\n",
"def trace_decoder(model: T5ForConditionalGeneration,\n",
" num_beams: int,\n",
" max_length: int):\n",
"\n",
" decoder = DecoderWrapper(decoder=model.decoder,\n",
" lm_head=model.lm_head,\n",
" model_config=model.config,\n",
" num_beams=num_beams,\n",
" max_length=max_length,\n",
" device=\"xla\")\n",
"\n",
" # We create mock inputs so we can trace the decoder\n",
" decoder_input_ids = torch.ones((num_beams, 1), dtype=torch.int64)\n",
" decoder_attention_mask = torch.ones((num_beams, max_length), dtype=torch.int32)\n",
" encoder_attention_mask = torch.ones((num_beams, max_length), dtype=torch.int64)\n",
" encoder_hidden_states = torch.ones((num_beams, max_length, model.config.d_model), dtype=torch.float32)\n",
"\n",
" beam_idx = torch.arange(0, num_beams, dtype=torch.int64)\n",
" beam_scores = torch.zeros((num_beams,), dtype=torch.float)\n",
"\n",
" num_outputs_from_trace = 3 if num_beams > 1 else 1\n",
"\n",
" aliases = {}\n",
" for i in range(len(decoder.past_key_values_sa)):\n",
" aliases[decoder.past_key_values_sa[i]] = i + num_outputs_from_trace\n",
" for i in range(len(decoder.past_key_values_ca)):\n",
" aliases[decoder.past_key_values_ca[i]] = len(decoder.past_key_values_sa) + i + num_outputs_from_trace\n",
"\n",
" traced_decoder = torch_neuronx.trace(decoder, (\n",
" decoder_input_ids,\n",
" decoder_attention_mask,\n",
" encoder_hidden_states,\n",
" encoder_attention_mask,\n",
" beam_idx,\n",
" beam_scores,\n",
" ), input_output_aliases=aliases, compiler_workdir=\"/tmp/decoder/\")\n",
"\n",
" return traced_decoder\n",
"\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5ForConditionalGeneration.from_pretrained(model_name)\n",
"\n",
"# We enable this flag to ensure model uses attention key value caching\n",
"model.config.use_cache = True\n",
"\n",
"traced_encoder = trace_encoder(model, tokenizer, max_length, num_beams)\n",
"traced_decoder = trace_decoder(model, num_beams, max_length)\n",
"\n",
"torch.jit.save(traced_encoder, \"TracedEncoder.pt\")\n",
"torch.jit.save(traced_decoder, \"TracedDecoder.pt\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run inference with greedy decoding\n",
"Now that we have the traced model, let's use it for inference. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n"
]
}
],
"source": [
"runtime = torch.classes.neuron.Runtime()\n",
"runtime.initialize()\n",
"runtime.set_default_neuron_cores(0, 1)\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = torch.jit.load(\"TracedEncoder.pt\")\n",
"# Attribute required by beam search\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') \n",
"\n",
"model.decoder = torch.jit.load(\"TracedDecoder.pt\")\n",
"torch_neuronx.move_trace_to_device(model.decoder, 0)\n",
"\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=\"translate English to German: Lets eat good food.\",\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"xla\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run inference with beam search"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Let's set some run parameters for beam search\n",
"\n",
"model_name = \"t5-large\"\n",
"num_beams = 4\n",
"num_return_sequences = 4\n",
"max_length = 128\n",
"\n",
"tokenizer = T5Tokenizer.from_pretrained(model_name, model_max_length=max_length)\n",
"model = T5ForConditionalGeneration.from_pretrained(model_name)\n",
"model.config.use_cache = True\n",
"\n",
"traced_encoder = trace_encoder(model, tokenizer, max_length, num_beams)\n",
"traced_decoder = trace_decoder(model, num_beams, max_length)\n",
"\n",
"torch.jit.save(traced_encoder, \"TracedEncoder.pt\")\n",
"torch.jit.save(traced_decoder, \"TracedDecoder.pt\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results:\n",
"1 Lassen Sie uns gutes Essen essen.\n",
"2 Lassen Sie uns gutes Essen zu essen.\n",
"3 Lassen Sie uns essen gutes Essen.\n",
"4 Lassen Sie uns gutes Essen.\n"
]
}
],
"source": [
"tokenizer = T5Tokenizer.from_pretrained(model_name)\n",
"model = T5Wrapper.from_pretrained(model_name)\n",
"\n",
"model.encoder = torch.jit.load(\"TracedEncoder.pt\")\n",
"# Attribute required by beam search\n",
"setattr(model.encoder, 'main_input_name', 'input_ids') \n",
"\n",
"model.decoder = torch.jit.load(\"TracedDecoder.pt\")\n",
"torch_neuronx.move_trace_to_device(model.decoder, 0)\n",
"\n",
"\n",
"output = model.generate(tokenizer=tokenizer,\n",
" prompt=\"translate English to German: Lets eat good food.\",\n",
" max_length=max_length,\n",
" num_beams=num_beams,\n",
" num_return_sequences=num_return_sequences,\n",
" device=\"xla\")\n",
"\n",
"results = [tokenizer.decode(t, skip_special_tokens=True) for t in output]\n",
"\n",
"print('Results:')\n",
"for i, summary in enumerate(results):\n",
" print(i + 1, summary)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
</pre></body></html>
|
2023-09-29T20:54:42.501Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.rst.txt
|
```
.. _torch_neuronx_analyze_api:
PyTorch Neuron (``torch-neuronx``) Analyze API for Inference
============================================================
.. py:function:: torch_neuronx.analyze(func, example_inputs, compiler_workdir=None)
Checks the support of the operations in the ``func`` by checking each operator against neuronx-cc.
:arg ~torch.nn.Module,callable func: The function/module that that will be
run using the ``example_inputs`` arguments in order to record the
computation graph.
:arg ~torch.Tensor,tuple[~torch.Tensor] example_inputs: A tuple of example
inputs that will be passed to the ``func`` while tracing.
:keyword str compiler_workdir: Work directory used by
|neuronx-cc|. This can be useful for debugging and/or inspecting
intermediary |neuronx-cc| outputs
:keyword set additional_ignored_ops: A set of aten operators to not analyze. Default is an empty set.
:keyword int max_workers: The max number of workers threads to spawn.
The default is ``4``.
:keyword bool is_hf_transformers: If the model is a huggingface transformers model,
it is recommended to enable this option to prevent deadlocks. Default is ``False``.
:keyword bool cleanup: Specifies whether to delete the compiler artifact directories
generated after running analyze. Default is ``False``.
:returns: A JSON like :class:`~Dict` with the supported operators and their count, and unsupported
operators with the failure mode and location of the operator in the python code.
:rtype: :class:`~Dict`
.. rubric:: Notes
This function is meant to be used as a way to evaluate operator support for the model that is intended to be traced.
The information can be used to modify operators that are unsupported to ones that are supported, or custom partitioning
of the model.
Note that this API does not return a traced model.
Just like torch.neuronx.trace, this API can be used on any EC2 machine with sufficient memory and compute resources.
.. rubric:: Examples
*Fully supported model*
.. code-block:: python
import json
import torch
import torch.nn as nn
import torch_neuronx
class MLP(nn.Module):
def __init__(self, input_size=28*28, output_size=10, layers=[120,84]):
super(MLP, self).__init__()
self.fc1 = nn.Linear(input_size, layers[0])
self.relu = nn.ReLU()
self.fc2 = nn.Linear(layers[0], layers[1])
def forward(self, x):
f1 = self.fc1(x)
r1 = self.relu(f1)
f2 = self.fc2(r1)
r2 = self.relu(f2)
f3 = self.fc3(r2)
return torch.log_softmax(f3, dim=1)
model = MLP()
ex_input = torch.rand([32,784])
model_support = torch_neuronx.analyze(model,ex_input)
print(json.dumps(model_support,indent=4))
.. code-block::
{
"torch_neuronx_version": "1.13.0.1.5.0",
"neuronx_cc_version": "2.0.0.11796a0+24a26e112",
"support_percentage": "100.00%",
"supported_operators": {
"aten::linear": 3,
"aten::relu": 2,
"aten::log_softmax": 1
},
"unsupported_operators": []
}
*Unsupported Model/Operator*
.. code-block:: python
import json
import torch
import torch_neuronx
def fft(x):
return torch.fft.fft(x)
model = fft
ex_input = torch.arange(4)
model_support = torch_neuronx.analyze(model,ex_input)
print(json.dumps(model_support,indent=4))
.. code-block::
{
"torch_neuronx_version": "1.13.0.1.5.0",
"neuronx_cc_version": "2.0.0.11796a0+24a26e112",
"support_percentage": "0.00%",
"supported_operators": {},
"unsupported_operators": [
{
"kind": "aten::fft_fft",
"failureAt": "neuronx-cc",
"call": "test.py(6): fft\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch_neuronx/xla_impl/analyze.py(35): forward\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1182): _slow_forward\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1194): _call_impl\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/jit/_trace.py(976): trace_module\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/jit/_trace.py(759): trace\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch_neuronx/xla_impl/analyze.py(302): analyze\ntest.py(11): <module>\n",
"opGraph": "graph(%x : Long(4, strides=[1], requires_grad=0, device=cpu),\n %neuron_4 : NoneType,\n %neuron_5 : int,\n %neuron_6 : NoneType):\n %neuron_7 : ComplexFloat(4, strides=[1], requires_grad=0, device=cpu) = aten::fft_fft(%x, %neuron_4, %neuron_5, %neuron_6)\n return (%neuron_7)\n"
}
]
}
**Note:** the ``failureAt`` field can either be "neuronx-cc" or "Lowering to HLO". If the field is "neuronx-cc", then it indicates that the provided operator configuration failed to be compiled with ``neuronx-cc``. This could either indicate that the operator configuration is unsupported, or there is a bug with that operator configuration.
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_analyze_api:
PyTorch Neuron (``torch-neuronx``) Analyze API for Inference
============================================================
.. py:function:: torch_neuronx.analyze(func, example_inputs, compiler_workdir=None)
Checks the support of the operations in the ``func`` by checking each operator against neuronx-cc.
:arg ~torch.nn.Module,callable func: The function/module that that will be
run using the ``example_inputs`` arguments in order to record the
computation graph.
:arg ~torch.Tensor,tuple[~torch.Tensor] example_inputs: A tuple of example
inputs that will be passed to the ``func`` while tracing.
:keyword str compiler_workdir: Work directory used by
|neuronx-cc|. This can be useful for debugging and/or inspecting
intermediary |neuronx-cc| outputs
:keyword set additional_ignored_ops: A set of aten operators to not analyze. Default is an empty set.
:keyword int max_workers: The max number of workers threads to spawn.
The default is ``4``.
:keyword bool is_hf_transformers: If the model is a huggingface transformers model,
it is recommended to enable this option to prevent deadlocks. Default is ``False``.
:keyword bool cleanup: Specifies whether to delete the compiler artifact directories
generated after running analyze. Default is ``False``.
:returns: A JSON like :class:`~Dict` with the supported operators and their count, and unsupported
operators with the failure mode and location of the operator in the python code.
:rtype: :class:`~Dict`
.. rubric:: Notes
This function is meant to be used as a way to evaluate operator support for the model that is intended to be traced.
The information can be used to modify operators that are unsupported to ones that are supported, or custom partitioning
of the model.
Note that this API does not return a traced model.
Just like torch.neuronx.trace, this API can be used on any EC2 machine with sufficient memory and compute resources.
.. rubric:: Examples
*Fully supported model*
.. code-block:: python
import json
import torch
import torch.nn as nn
import torch_neuronx
class MLP(nn.Module):
def __init__(self, input_size=28*28, output_size=10, layers=[120,84]):
super(MLP, self).__init__()
self.fc1 = nn.Linear(input_size, layers[0])
self.relu = nn.ReLU()
self.fc2 = nn.Linear(layers[0], layers[1])
def forward(self, x):
f1 = self.fc1(x)
r1 = self.relu(f1)
f2 = self.fc2(r1)
r2 = self.relu(f2)
f3 = self.fc3(r2)
return torch.log_softmax(f3, dim=1)
model = MLP()
ex_input = torch.rand([32,784])
model_support = torch_neuronx.analyze(model,ex_input)
print(json.dumps(model_support,indent=4))
.. code-block::
{
"torch_neuronx_version": "1.13.0.1.5.0",
"neuronx_cc_version": "2.0.0.11796a0+24a26e112",
"support_percentage": "100.00%",
"supported_operators": {
"aten::linear": 3,
"aten::relu": 2,
"aten::log_softmax": 1
},
"unsupported_operators": []
}
*Unsupported Model/Operator*
.. code-block:: python
import json
import torch
import torch_neuronx
def fft(x):
return torch.fft.fft(x)
model = fft
ex_input = torch.arange(4)
model_support = torch_neuronx.analyze(model,ex_input)
print(json.dumps(model_support,indent=4))
.. code-block::
{
"torch_neuronx_version": "1.13.0.1.5.0",
"neuronx_cc_version": "2.0.0.11796a0+24a26e112",
"support_percentage": "0.00%",
"supported_operators": {},
"unsupported_operators": [
{
"kind": "aten::fft_fft",
"failureAt": "neuronx-cc",
"call": "test.py(6): fft\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch_neuronx/xla_impl/analyze.py(35): forward\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1182): _slow_forward\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1194): _call_impl\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/jit/_trace.py(976): trace_module\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch/jit/_trace.py(759): trace\n/home/ubuntu/testdir/venv/lib/python3.8/site-packages/torch_neuronx/xla_impl/analyze.py(302): analyze\ntest.py(11): <module>\n",
"opGraph": "graph(%x : Long(4, strides=[1], requires_grad=0, device=cpu),\n %neuron_4 : NoneType,\n %neuron_5 : int,\n %neuron_6 : NoneType):\n %neuron_7 : ComplexFloat(4, strides=[1], requires_grad=0, device=cpu) = aten::fft_fft(%x, %neuron_4, %neuron_5, %neuron_6)\n return (%neuron_7)\n"
}
]
}
**Note:** the ``failureAt`` field can either be "neuronx-cc" or "Lowering to HLO". If the field is "neuronx-cc", then it indicates that the provided operator configuration failed to be compiled with ``neuronx-cc``. This could either indicate that the operator configuration is unsupported, or there is a bug with that operator configuration.
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
</pre></body></html>
|
2023-09-29T20:54:42.556Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.rst.txt
|
```
.. _torch_neuronx_dataparallel_api:
PyTorch Neuron (``torch-neuronx``) DataParallel API
=============================
The :func:`torch_neuronx.DataParallel` Python API implements data parallelism on
:class:`~torch.jit.ScriptModule` models created by
:ref:`torch_neuronx_trace_api`.
This function is analogous to :class:`~torch.nn.DataParallel` in PyTorch.
The :ref:`torch-neuronx-dataparallel-app-note` application note provides an
overview of how :func:`torch_neuronx.DataParallel` can be used to improve
the performance of inference workloads on Inferentia.
.. py:function:: torch_neuronx.DataParallel(model, device_ids=None, dim=0, set_dynamic_batching=True)
Applies data parallelism by replicating the model on
available NeuronCores and distributing data across the different
NeuronCores for parallelized inference.
By default, DataParallel will use all available NeuronCores
allocated for the current process for parallelism. DataParallel will
apply parallelism on ``dim=0`` if ``dim`` is not specified.
DataParallel automatically enables
:ref:`dynamic batching <dynamic_batching_description_torch_neuronx>` on
eligible models if ``dim=0``. Dynamic batching can be disabled using
:func:`torch_neuronx.DataParallel.disable_dynamic_batching`, or by setting
``set_dynamic_batching=False`` when initializing the DataParallel object.
If dynamic batching is not enabled, the batch size at compilation-time must
be equal to the batch size at inference-time divided by the number of
NeuronCores being used. Specifically, the following must be true when
dynamic batching is disabled:
``input.shape[dim] / len(device_ids) == compilation_input.shape[dim]``.
:func:`torch.neuron.DataParallel` requires PyTorch >= 1.8.
*Required Arguments*
:arg ~torch.jit.ScriptModule model: Model created by the
:ref:`torch_neuronx_trace_api` to be parallelized.
*Optional Arguments*
:arg list device_ids: List of :obj:`int` or ``'nc:#'`` that specify the
NeuronCores to use for parallelization (default: all NeuronCores).
Refer to the :ref:`device_ids note <device_ids_note_torch_neuronx>` for a description
of how ``device_ids`` indexing works.
:arg int dim: Dimension along which the input tensor is scattered across
NeuronCores (default ``dim=0``).
:arg bool set_dynamic_batching: Whether to enable dynamic batching.
*Attributes*
:arg int num_workers: Number of worker threads used for
multithreaded inference (default: ``2 * number of NeuronCores``).
:arg int split_size: Size of the input chunks
(default: ``max(1, input.shape[dim] // number of NeuronCores)``).
.. py:function:: torch.neuron.DataParallel.disable_dynamic_batching()
Disables automatic dynamic batching on the DataParallel module. See
:ref:`Dynamic batching disabled <dataparallel_example_disable_dynamic_batching_api_torch_neuronx>`
for example of how DataParallel can be used with dynamic batching disabled.
Use as follows:
>>> model_parallel = torch_neuronx.DataParallel(model_neuron)
>>> model_parallel.disable_dynamic_batching()
.. _device_ids_note_torch_neuronx:
.. note::
``device_ids`` uses per-process NeuronCore granularity and zero-based
indexing. Per-process granularity means that each Python process "sees"
its own view of the world. Specifically, this means that ``device_ids``
only "sees" the NeuronCores that are allocated for the current process.
Zero-based indexing means that each Python process will index its
allocated NeuronCores starting at 0, regardless of the "global" index of
the NeuronCores. Zero-based indexing makes it possible to redeploy the exact
same code unchanged in different process. This behavior is analogous to
the ``device_ids`` argument in the PyTorch
:class:`~torch.nn.DataParallel` function.
As an example, assume DataParallel is run on an inf2.48xlarge, which
contains 12 Inferentia chips each of which contains two NeuronCores:
* If ``NEURON_RT_VISIBLE_CORES`` is not set, a single process can access
all 24 NeuronCores. Thus specifying ``device_ids=["nc:0"]`` will
correspond to chip0:core0 and ``device_ids=["nc:13"]`` will correspond
to chip6:core1.
* However, if two processes are launched where: process 1 has
``NEURON_RT_VISIBLE_CORES=0-11`` and process 2 has
``NEURON_RT_VISIBLE_CORES=12-23``, ``device_ids=["nc:13"]``
cannot be specified in either process. Instead, chip6:core1 can only be
accessed in process 2. Additionally, chip6:core1 is specified in process 2
with ``device_ids=["nc:1"]``. Furthermore, in process 1,
``device_ids=["nc:0"]`` would correspond to chip0:core0; in process 2
``device_ids=["nc:0"]`` would correspond to chip6:core0.
Examples
--------
The following sections provide example usages of the
:func:`torch_neuronx.DataParallel` module.
Default usage
^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-default.rst
Specifying NeuronCores
^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-specify-ncs.rst
DataParallel with dim != 0
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dim-neq-zero.rst
Dynamic batching
^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dynamic-batching.rst
.. _dataparallel_example_disable_dynamic_batching_api_torch_neuronx:
Dynamic batching disabled
^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-disable-dynamic-batching.rst
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuronx_dataparallel_api:
PyTorch Neuron (``torch-neuronx``) DataParallel API
=============================
The :func:`torch_neuronx.DataParallel` Python API implements data parallelism on
:class:`~torch.jit.ScriptModule` models created by
:ref:`torch_neuronx_trace_api`.
This function is analogous to :class:`~torch.nn.DataParallel` in PyTorch.
The :ref:`torch-neuronx-dataparallel-app-note` application note provides an
overview of how :func:`torch_neuronx.DataParallel` can be used to improve
the performance of inference workloads on Inferentia.
.. py:function:: torch_neuronx.DataParallel(model, device_ids=None, dim=0, set_dynamic_batching=True)
Applies data parallelism by replicating the model on
available NeuronCores and distributing data across the different
NeuronCores for parallelized inference.
By default, DataParallel will use all available NeuronCores
allocated for the current process for parallelism. DataParallel will
apply parallelism on ``dim=0`` if ``dim`` is not specified.
DataParallel automatically enables
:ref:`dynamic batching <dynamic_batching_description_torch_neuronx>` on
eligible models if ``dim=0``. Dynamic batching can be disabled using
:func:`torch_neuronx.DataParallel.disable_dynamic_batching`, or by setting
``set_dynamic_batching=False`` when initializing the DataParallel object.
If dynamic batching is not enabled, the batch size at compilation-time must
be equal to the batch size at inference-time divided by the number of
NeuronCores being used. Specifically, the following must be true when
dynamic batching is disabled:
``input.shape[dim] / len(device_ids) == compilation_input.shape[dim]``.
:func:`torch.neuron.DataParallel` requires PyTorch >= 1.8.
*Required Arguments*
:arg ~torch.jit.ScriptModule model: Model created by the
:ref:`torch_neuronx_trace_api` to be parallelized.
*Optional Arguments*
:arg list device_ids: List of :obj:`int` or ``'nc:#'`` that specify the
NeuronCores to use for parallelization (default: all NeuronCores).
Refer to the :ref:`device_ids note <device_ids_note_torch_neuronx>` for a description
of how ``device_ids`` indexing works.
:arg int dim: Dimension along which the input tensor is scattered across
NeuronCores (default ``dim=0``).
:arg bool set_dynamic_batching: Whether to enable dynamic batching.
*Attributes*
:arg int num_workers: Number of worker threads used for
multithreaded inference (default: ``2 * number of NeuronCores``).
:arg int split_size: Size of the input chunks
(default: ``max(1, input.shape[dim] // number of NeuronCores)``).
.. py:function:: torch.neuron.DataParallel.disable_dynamic_batching()
Disables automatic dynamic batching on the DataParallel module. See
:ref:`Dynamic batching disabled <dataparallel_example_disable_dynamic_batching_api_torch_neuronx>`
for example of how DataParallel can be used with dynamic batching disabled.
Use as follows:
>>> model_parallel = torch_neuronx.DataParallel(model_neuron)
>>> model_parallel.disable_dynamic_batching()
.. _device_ids_note_torch_neuronx:
.. note::
``device_ids`` uses per-process NeuronCore granularity and zero-based
indexing. Per-process granularity means that each Python process "sees"
its own view of the world. Specifically, this means that ``device_ids``
only "sees" the NeuronCores that are allocated for the current process.
Zero-based indexing means that each Python process will index its
allocated NeuronCores starting at 0, regardless of the "global" index of
the NeuronCores. Zero-based indexing makes it possible to redeploy the exact
same code unchanged in different process. This behavior is analogous to
the ``device_ids`` argument in the PyTorch
:class:`~torch.nn.DataParallel` function.
As an example, assume DataParallel is run on an inf2.48xlarge, which
contains 12 Inferentia chips each of which contains two NeuronCores:
* If ``NEURON_RT_VISIBLE_CORES`` is not set, a single process can access
all 24 NeuronCores. Thus specifying ``device_ids=["nc:0"]`` will
correspond to chip0:core0 and ``device_ids=["nc:13"]`` will correspond
to chip6:core1.
* However, if two processes are launched where: process 1 has
``NEURON_RT_VISIBLE_CORES=0-11`` and process 2 has
``NEURON_RT_VISIBLE_CORES=12-23``, ``device_ids=["nc:13"]``
cannot be specified in either process. Instead, chip6:core1 can only be
accessed in process 2. Additionally, chip6:core1 is specified in process 2
with ``device_ids=["nc:1"]``. Furthermore, in process 1,
``device_ids=["nc:0"]`` would correspond to chip0:core0; in process 2
``device_ids=["nc:0"]`` would correspond to chip6:core0.
Examples
--------
The following sections provide example usages of the
:func:`torch_neuronx.DataParallel` module.
Default usage
^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-default.rst
Specifying NeuronCores
^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-specify-ncs.rst
DataParallel with dim != 0
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dim-neq-zero.rst
Dynamic batching
^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dynamic-batching.rst
.. _dataparallel_example_disable_dynamic_batching_api_torch_neuronx:
Dynamic batching disabled
^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-disable-dynamic-batching.rst
</pre></body></html>
|
2023-09-29T20:54:42.594Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/index.rst.txt
|
```
Developer Guide (``torch-neuronx``)
====================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement
/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor
/general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.rst
.. dropdown:: Developer Guide for Inference (``torch-neuronx``)
:class-title: sphinx-design-class-title-small
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /frameworks/torch/torch-neuronx/programming-guide/inference/index.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Developer Guide (``torch-neuronx``)
====================================
.. toctree::
:maxdepth: 1
:hidden:
/frameworks/torch/torch-neuronx/programming-guide/inference/core-placement
/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor
/general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.rst
.. dropdown:: Developer Guide for Inference (``torch-neuronx``)
:class-title: sphinx-design-class-title-small
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /frameworks/torch/torch-neuronx/programming-guide/inference/index.txt</pre></body></html>
|
2023-09-29T20:54:42.682Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/torch/torch-neuronx/index.rst.txt
|
```
.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
.. |Inf2| replace:: :ref:`Inf2 <aws-inf2-arch>`
.. _torch-neuronx-rn:
PyTorch Neuron (``torch-neuronx``) release notes
================================================
.. contents:: Table of Contents
:local:
:depth: 1
PyTorch Neuron for |Trn1|/|Inf2| is a software package that enables PyTorch
users to train, evaluate, and perform inference on second-generation Neuron
hardware (See: :ref:`NeuronCore-v2 <neuroncores-v2-arch>`).
Release [1.13.1.1.11.0]
----------------------
Date: 9/15/2023
Summary
~~~~~~~
Resolved Issues
~~~~~~~~~~~~~~~
- Fixed an issue in :func:`torch_neuronx.analyze` which could cause failures with scalar inputs.
- Improved performance of :func:`torch_neuronx.analyze`.
Release [1.13.1.1.10.1]
----------------------
Date: 9/01/2023
Summary
~~~~~~~
Minor bug fixes and enhancements.
Release [1.13.1.1.10.0]
----------------------
Date: 8/28/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Removed support for Python 3.7
- (Training) Added a neuron_parallel_compile command to clear file locks left behind when a neuron_parallel_compile execution was interrupted (neuron_parallel_compile --command clear-locks)
- (Training) Seedable dropout now enabled by default
Resolved Issues
~~~~~~~~~~~~~~~
- (Training) Convolution is now supported
- Fixed segmentation fault when using torch-neuronx to compile models on U22
- Fixed XLA tensor stride information in torch-xla package, which blocked lowering of log_softmax and similar functions which show errors like:
::
File "/home/ubuntu/waldronn/asr/test_env/lib/python3.7/site-packages/torch/nn/functional.py", line 1930, in log_softmax
ret = input.log_softmax(dim)
RuntimeError: dimensionality of sizes (3) must match dimensionality of strides (1)
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, it may exit with the following compiler error: "Import of the HLO graph into the Neuron Compiler has failed.
This may be caused by unsupported operators or an internal compiler error."
The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. This will be supported in a future release. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.9.0]
----------------------
Date: 7/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Uses jemalloc as the primary malloc lib to avoid memory leak at checkpointing
- Added support for ZeRO-1 along with :ref:`tutorial <zero1-gpt2-pretraining-tutorial>`
Inference support:
- Add async load and lazy model load options to accelerate model loading
- Optimize DataParallel API to load onto multiple cores simultaneously when device IDs specified in device_ids are consecutive
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Remove extra graph creation in torch_neuronx.optim.adamw when the beta/lr parameters values become 0 or 1.
- Stability improvements and faster failure on hitting a fault in XRT server used by XLA.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, it may exit with the following compiler error: "Import of the HLO graph into the Neuron Compiler has failed.
This may be caused by unsupported operators or an internal compiler error."
The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. This will be supported in a future release. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.8.0]
----------------------
Date: 6/14/2023
Summary
~~~~~~~
- Added s3 caching to NeuronCache.
- Added extract/compile/analyze phases to neuron_parallel_compile.
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added S3 caching support to NeuronCache. Removed NeuronCache options --cache_size/cache_ttl (please delete cache directories as needed).
- Added separate extract and compile phases Neuron Parallel Compile.
- Added model analyze API to Neuron Parallel Compile.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, this will cause an error. The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.7.0]
----------------------
Date: 05/01/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added an improved Neuron-optimized AdamW optimizer implementation.
- Added an improved Neuron-optimized :class:`torch.nn.Dropout` implementation.
- Added an assertion when the :class:`torch.nn.Dropout` argument
``inplace=True`` during training. This is currently not supported on Neuron.
- Added XLA lowering for ``aten::count_nonzero``
Inference support:
- Added profiling support for models compiled with :func:`torch_neuronx.trace`
- Added torch_neuronx.DataParallel for models compiled with :func:`torch_neuronx.trace`
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
Unexpected behavior with :class:`torch.autocast`
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where :class:`torch.autocast` did not correctly autocast
when using ``torch.bfloat16``
Resolved slower BERT bf16 Phase 1 Single Node Performance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
As of the Neuron 2.9.0 release, :ref:`BERT phase 1 pretraining <hf-bert-pretraining-tutorial>`
performance has regressed by approximately 8-9% when executed on a *single
node* only (i.e. just one ``trn1.32xlarge`` instance). This is resolved in 2.10 release.
Resolved lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Starting in release 2.7, we see a performance drop of roughly 5-10% for BERT model training on AL2
instances. This is resolved in release 2.10.
Resolved Issues (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~
Error when using the original model after ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where model parameters would be moved to the Neuron ``'xla'``
device during :func:`torch_neuronx.trace` and would no longer be available to
execute on the original device. This made it more difficult to compare Neuron
models against CPU since previously this would require manually moving
parameters back to CPU.
Error when using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where XLA device execution and :func:`torch_neuronx.trace` could
not be performed in the same python process.
Error when executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where :func:`torch_neuronx.trace` could not compile models which
consumed or produced ``torch.bfloat16`` values.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, this will cause an error. The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.0.1.6.1]
----------------------
Date: 04/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- No changes
Inference support:
- Enable deserialized TorchScript modules to be compiled with :func:`torch_neuronx.trace`
Release [1.13.0.1.6.1]
----------------------
Date: 04/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- No changes
Inference support:
- Enable deserialized TorchScript modules to be compiled with :func:`torch_neuronx.trace`
Release [1.13.0.1.6.0]
----------------------
Date: 03/28/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added pipeline parallelism support in AWS Samples for Megatron-LM
Inference support:
- Added model analysis API: torch_neuronx.analyze
- Added HLO opcode support for:
- kAtan2
- kAfterAll
- kMap
- Added XLA lowering support for:
- aten::glu
- aten::scatter_reduce
- Updated torch.nn.MSELoss to promote input data types to a compatible type
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
GRPC timeout errors when running Megatron-LM GPT 6.7B tutorial on multiple instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When running AWS Samples for Megatron-LM GPT 6.7B tutorial over multiple instances, you may encounter GRPC timeout errors like below:
::
E0302 01:10:20.511231294 138645 chttp2_transport.cc:1098] Received a GOAWAY with error code ENHANCE_YOUR_CALM and debug data equal to "too_many_pings"
2023-03-02 01:10:20.511500: W tensorflow/core/distributed_runtime/rpc/grpc_remote_master.cc:157] RPC failed with status = "UNAVAILABLE: Too many pings" and grpc_error_string = "{"created":"@1677719420.511317309","description":"Error received from peer ipv4:10.1.35.105:54729","file":"external/com_github_grpc_grpc/src/core/lib/surface/call.cc","file_line":1056,"grpc_message":"Too many pings","grpc_status":14}", maybe retrying the RPC
or:
::
2023-03-08 21:18:27.040863: F tensorflow/compiler/xla/xla_client/xrt_computation_client.cc:476] Non-OK-status: session->session()->Run(session_work->feed_inputs, session_work->outputs_handles, &outputs) status: UNKNOWN: Stream removed
This is due to excessive DNS lookups during execution, and is fixed in this release.
NaNs seen with transformers version >= 4.21.0 when running HF GPT fine-tuning or pretraining with XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Using Hugging Face transformers version >= 4.21.0 can produce NaN outputs for GPT models when using full BF16 (XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1) plus stochastic rounding. This issue occurs due to large negative constants used to implement attention masking (https://github.com/huggingface/transformers/pull/17306). To workaround this issue, please use transformers version <= 4.20.0.
Resolved Issues (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmax` now supports single argument call variant
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously only the 3 argument variant of :func:`torch.argmax` was supported. Now the single argument call variant is supported.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Slower BERT bf16 Phase 1 Single Node Performance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In the Neuron 2.9.0 release, :ref:`BERT phase 1 pretraining <hf-bert-pretraining-tutorial>`
performance has regressed by approximately 8-9% when executed on a *single
node* only (i.e. just one ``trn1.32xlarge`` instance).
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` now supports both the single
argument call variant and the 3 argument variant.
However, :func:`torch.argmin` currently produces
incorrect results.
Error when using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Executing a model using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace`` in the same process can produce errors in specific situations due to torch-xla caching behavior. It is recommended that only one type of execution is used per process.
Error when executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors can cause an error. It is currently recommended to use an alternative torch data type in combination with compiler casting flags instead.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, there's no automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
Operations in the model that are not supported by Neuron would result in compilation error. Please see :ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Release [1.13.0.1.5.0]
----------------------
Date: 02/24/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added SPMD flag for XLA backend to generate global collective-compute replica groups
Inference support:
- Expanded inference support to inf2
- Added Dynamic Batching
Resolved Issues
~~~~~~~~~~~~~~~
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmax` and :func:`torch.argmin` do not support the single argument call variant
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmax` and :func:`torch.argmin` do not support the single
argument call variant. Only the 3 argument variant of these functions is
supported. The ``dim`` argument *must be* specified or this function will
fail at the call-site. Secondly, :func:`torch.argmin` may produce
incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, there's no automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
Operations in the model that are not supported by Neuron would result in compilation error. Please see :ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Release [1.13.0.1.4.0]
----------------------
Date: 02/08/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added support for PyTorch 1.13
- Added support for Python version 3.9
- Added support for torch.nn.parallel.DistributedDataParallel (DDP) along with a :ref:`tutorial <neuronx-ddp-tutorial>`
- Added optimized lowering for Softmax activation
- Added support for LAMB optimizer in BF16 mode
Added initial support for inference on Trn1, including the following features:
- Trace API (torch_neuronx.trace)
- Core placement API (experimental)
- Python 3.7, 3.8 and 3.9 support
- Support for tracing models larger than 2 GB
The following inference features are not included in this release:
- Automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
- cxx11 ABI wheels
Resolved Issues
~~~~~~~~~~~~~~~
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Release [1.12.0.1.4.0]
----------------------
Date: 12/12/2022
Summary
~~~~~~~
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Added support for PyTorch 1.12.
- Setting XLA_DOWNCAST_BF16=1 now also enables stochastic rounding by default (as done with XLA_USE_BF16=1).
- Added support for :ref:`capturing snapshots <torch-neuronx-snapshotting>` of inputs, outputs and graph HLO for debug.
- Fixed issue with parallel compile error when both train and evaluation are enabled in HuggingFace fine-tuning tutorial.
- Added support for LAMB optimizer in FP32 mode.
Resolved Issues
~~~~~~~~~~~~~~~
NaNs seen with transformers version >= 4.21.0 when running HF BERT fine-tuning or pretraining with XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When running HuggingFace BERT (any size) fine-tuning tutorial or pretraining tutorial with transformers version >= 4.21.0 and using XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1, you will see NaNs in the loss immediately at the first step. More details on the issue can be found at `pytorch/xla#4152 <https://github.com/pytorch/xla/issues/4152>`_. The workaround is to use 4.20.0 or earlier (the tutorials currently recommend version 4.15.0) or add the line ``transformers.modeling_utils.get_parameter_dtype = lambda x: torch.bfloat16`` to your Python training script (as now done in latest tutorials). `A permanent fix <https://github.com/huggingface/transformers/pull/20562>`_ will become part of an upcoming HuggingFace transformers release.
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Release [1.11.0.1.2.0]
----------------------
Date: 10/27/2022
Summary
~~~~~~~
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Added support for argmax.
- Clarified error messages for runtime errors ``NRT_UNINITIALIZED`` and ``NRT_CLOSED``.
- When multi-worker training is launched using torchrun on one instance, framework now handles runtime state cleanup at end of training.
Resolved Issues
~~~~~~~~~~~~~~~
Drop-out rate ignored in dropout operation
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A known issue in the compiler's implementation of dropout caused drop-rate to be ignored in the last release. It is fixed in the current release.
Runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously, when running MRPC fine-tuning tutorial with ``bert-base-*`` model, you would encounter runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703". This is fixed in the current release.
Compilation error: "TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously, when compiling MRPC fine-tuning tutorial with ``bert-large-*`` and FP32 (no XLA_USE_BF16=1) for two workers or more, you would encounter compiler error that looks like ``Error message: TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]`` followed by ``Error class: KeyError``. Single worker fine-tuning is not affected. This is fixed in the current release.
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Release [1.11.0.1.1.1]
----------------------
Date: 10/10/2022
Summary
~~~~~~~
This is the initial release of PyTorch Neuron that supports Trainium for
users to train their models on the new EC2 Trn1 instances.
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Announcing the first PyTorch Neuron release for training.
- XLA device support for Trainium
- PyTorch 1.11 with XLA backend support in torch.distributed
- torch-xla distributed support
- Single-instance and multi-instance distributed training using torchrun
- Support for ParallelCluster and SLURM with node-level scheduling granularity
- Persistent cache for compiled graph
- :ref:`neuron_parallel_compile <pytorch-neuronx-parallel-compile-cli>`
utility to help speed up compilation
- Optimizer support: SGD, AdamW
- Loss functions supported: NLLLoss
- Python versions supported: 3.7, 3.8
- Multi-instance training support with EFA
- Support PyTorch’s BF16 automatic mixed precision
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Drop-out rate ignored in dropout operation
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A known issue in the compiler's implementation of dropout caused drop-rate to be ignored. Will be fixed in a follow-on release.
Runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when running MRPC fine-tuning tutorial with ``bert-base-*`` model, you will encounter runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703".
This issue will be fixed in an upcoming release.
Compilation error: "TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When compiling MRPC fine-tuning tutorial with ``bert-large-*`` and FP32 (no XLA_USE_BF16=1) for two workers or more, you will encounter compiler error that looks like ``Error message: TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]`` followed by ``Error class: KeyError``. Single worker fine-tuning is not affected. This issue will be fixed in an upcoming release.
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. |Trn1| replace:: :ref:`Trn1 <aws-trn1-arch>`
.. |Inf2| replace:: :ref:`Inf2 <aws-inf2-arch>`
.. _torch-neuronx-rn:
PyTorch Neuron (``torch-neuronx``) release notes
================================================
.. contents:: Table of Contents
:local:
:depth: 1
PyTorch Neuron for |Trn1|/|Inf2| is a software package that enables PyTorch
users to train, evaluate, and perform inference on second-generation Neuron
hardware (See: :ref:`NeuronCore-v2 <neuroncores-v2-arch>`).
Release [1.13.1.1.11.0]
----------------------
Date: 9/15/2023
Summary
~~~~~~~
Resolved Issues
~~~~~~~~~~~~~~~
- Fixed an issue in :func:`torch_neuronx.analyze` which could cause failures with scalar inputs.
- Improved performance of :func:`torch_neuronx.analyze`.
Release [1.13.1.1.10.1]
----------------------
Date: 9/01/2023
Summary
~~~~~~~
Minor bug fixes and enhancements.
Release [1.13.1.1.10.0]
----------------------
Date: 8/28/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Removed support for Python 3.7
- (Training) Added a neuron_parallel_compile command to clear file locks left behind when a neuron_parallel_compile execution was interrupted (neuron_parallel_compile --command clear-locks)
- (Training) Seedable dropout now enabled by default
Resolved Issues
~~~~~~~~~~~~~~~
- (Training) Convolution is now supported
- Fixed segmentation fault when using torch-neuronx to compile models on U22
- Fixed XLA tensor stride information in torch-xla package, which blocked lowering of log_softmax and similar functions which show errors like:
::
File "/home/ubuntu/waldronn/asr/test_env/lib/python3.7/site-packages/torch/nn/functional.py", line 1930, in log_softmax
ret = input.log_softmax(dim)
RuntimeError: dimensionality of sizes (3) must match dimensionality of strides (1)
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, it may exit with the following compiler error: "Import of the HLO graph into the Neuron Compiler has failed.
This may be caused by unsupported operators or an internal compiler error."
The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. This will be supported in a future release. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.9.0]
----------------------
Date: 7/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Uses jemalloc as the primary malloc lib to avoid memory leak at checkpointing
- Added support for ZeRO-1 along with :ref:`tutorial <zero1-gpt2-pretraining-tutorial>`
Inference support:
- Add async load and lazy model load options to accelerate model loading
- Optimize DataParallel API to load onto multiple cores simultaneously when device IDs specified in device_ids are consecutive
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Remove extra graph creation in torch_neuronx.optim.adamw when the beta/lr parameters values become 0 or 1.
- Stability improvements and faster failure on hitting a fault in XRT server used by XLA.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, it may exit with the following compiler error: "Import of the HLO graph into the Neuron Compiler has failed.
This may be caused by unsupported operators or an internal compiler error."
The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. This will be supported in a future release. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.8.0]
----------------------
Date: 6/14/2023
Summary
~~~~~~~
- Added s3 caching to NeuronCache.
- Added extract/compile/analyze phases to neuron_parallel_compile.
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added S3 caching support to NeuronCache. Removed NeuronCache options --cache_size/cache_ttl (please delete cache directories as needed).
- Added separate extract and compile phases Neuron Parallel Compile.
- Added model analyze API to Neuron Parallel Compile.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, this will cause an error. The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.1.1.7.0]
----------------------
Date: 05/01/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added an improved Neuron-optimized AdamW optimizer implementation.
- Added an improved Neuron-optimized :class:`torch.nn.Dropout` implementation.
- Added an assertion when the :class:`torch.nn.Dropout` argument
``inplace=True`` during training. This is currently not supported on Neuron.
- Added XLA lowering for ``aten::count_nonzero``
Inference support:
- Added profiling support for models compiled with :func:`torch_neuronx.trace`
- Added torch_neuronx.DataParallel for models compiled with :func:`torch_neuronx.trace`
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
Unexpected behavior with :class:`torch.autocast`
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where :class:`torch.autocast` did not correctly autocast
when using ``torch.bfloat16``
Resolved slower BERT bf16 Phase 1 Single Node Performance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
As of the Neuron 2.9.0 release, :ref:`BERT phase 1 pretraining <hf-bert-pretraining-tutorial>`
performance has regressed by approximately 8-9% when executed on a *single
node* only (i.e. just one ``trn1.32xlarge`` instance). This is resolved in 2.10 release.
Resolved lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Starting in release 2.7, we see a performance drop of roughly 5-10% for BERT model training on AL2
instances. This is resolved in release 2.10.
Resolved Issues (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~
Error when using the original model after ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where model parameters would be moved to the Neuron ``'xla'``
device during :func:`torch_neuronx.trace` and would no longer be available to
execute on the original device. This made it more difficult to compare Neuron
models against CPU since previously this would require manually moving
parameters back to CPU.
Error when using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where XLA device execution and :func:`torch_neuronx.trace` could
not be performed in the same python process.
Error when executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Fixed an issue where :func:`torch_neuronx.trace` could not compile models which
consumed or produced ``torch.bfloat16`` values.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Memory leaking in ``glibc``
^^^^^^^^^^^^^^^^^^^^^^^^^^^
``glibc`` malloc memory leaks affect Neuron and may be temporarily limited by
setting ``MALLOC_ARENA_MAX``.
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Convolution is not supported during training.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the
scripts that don't use DDP. We also see a throughput drop with DDP. This is a
known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its
own graph. This causes an error in the runtime, and you may see errors that
look like this:
::
bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` produces incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when Neuron encounters an operation that it does not support during
:func:`torch_neuronx.trace`, this will cause an error. The intended behavior
when tracing is to automatically partition the model into separate subgraphs
that run on NeuronCores and subgraphs that run on CPU. See
:ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Torchscript serialization error with compiled artifacts larger than 4GB
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When using :func:`torch_neuronx.trace`, compiled artifacts which exceed 4GB
cannot be serialized. Serializing the torchscript artifact will trigger a
segfault. This issue is resolved in torch but is not yet
released: https://github.com/pytorch/pytorch/pull/99104
Release [1.13.0.1.6.1]
----------------------
Date: 04/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- No changes
Inference support:
- Enable deserialized TorchScript modules to be compiled with :func:`torch_neuronx.trace`
Release [1.13.0.1.6.1]
----------------------
Date: 04/19/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- No changes
Inference support:
- Enable deserialized TorchScript modules to be compiled with :func:`torch_neuronx.trace`
Release [1.13.0.1.6.0]
----------------------
Date: 03/28/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added pipeline parallelism support in AWS Samples for Megatron-LM
Inference support:
- Added model analysis API: torch_neuronx.analyze
- Added HLO opcode support for:
- kAtan2
- kAfterAll
- kMap
- Added XLA lowering support for:
- aten::glu
- aten::scatter_reduce
- Updated torch.nn.MSELoss to promote input data types to a compatible type
Resolved Issues (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~
GRPC timeout errors when running Megatron-LM GPT 6.7B tutorial on multiple instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When running AWS Samples for Megatron-LM GPT 6.7B tutorial over multiple instances, you may encounter GRPC timeout errors like below:
::
E0302 01:10:20.511231294 138645 chttp2_transport.cc:1098] Received a GOAWAY with error code ENHANCE_YOUR_CALM and debug data equal to "too_many_pings"
2023-03-02 01:10:20.511500: W tensorflow/core/distributed_runtime/rpc/grpc_remote_master.cc:157] RPC failed with status = "UNAVAILABLE: Too many pings" and grpc_error_string = "{"created":"@1677719420.511317309","description":"Error received from peer ipv4:10.1.35.105:54729","file":"external/com_github_grpc_grpc/src/core/lib/surface/call.cc","file_line":1056,"grpc_message":"Too many pings","grpc_status":14}", maybe retrying the RPC
or:
::
2023-03-08 21:18:27.040863: F tensorflow/compiler/xla/xla_client/xrt_computation_client.cc:476] Non-OK-status: session->session()->Run(session_work->feed_inputs, session_work->outputs_handles, &outputs) status: UNKNOWN: Stream removed
This is due to excessive DNS lookups during execution, and is fixed in this release.
NaNs seen with transformers version >= 4.21.0 when running HF GPT fine-tuning or pretraining with XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Using Hugging Face transformers version >= 4.21.0 can produce NaN outputs for GPT models when using full BF16 (XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1) plus stochastic rounding. This issue occurs due to large negative constants used to implement attention masking (https://github.com/huggingface/transformers/pull/17306). To workaround this issue, please use transformers version <= 4.20.0.
Resolved Issues (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmax` now supports single argument call variant
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously only the 3 argument variant of :func:`torch.argmax` was supported. Now the single argument call variant is supported.
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Slower BERT bf16 Phase 1 Single Node Performance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In the Neuron 2.9.0 release, :ref:`BERT phase 1 pretraining <hf-bert-pretraining-tutorial>`
performance has regressed by approximately 8-9% when executed on a *single
node* only (i.e. just one ``trn1.32xlarge`` instance).
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmin` produces incorrect results
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmin` now supports both the single
argument call variant and the 3 argument variant.
However, :func:`torch.argmin` currently produces
incorrect results.
Error when using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace``
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Executing a model using the ``xm.xla_device()`` object followed by using ``torch_neuronx.trace`` in the same process can produce errors in specific situations due to torch-xla caching behavior. It is recommended that only one type of execution is used per process.
Error when executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Executing ``torch_neuronx.trace`` with ``torch.bfloat16`` input/output tensors can cause an error. It is currently recommended to use an alternative torch data type in combination with compiler casting flags instead.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, there's no automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
Operations in the model that are not supported by Neuron would result in compilation error. Please see :ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Release [1.13.0.1.5.0]
----------------------
Date: 02/24/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added SPMD flag for XLA backend to generate global collective-compute replica groups
Inference support:
- Expanded inference support to inf2
- Added Dynamic Batching
Resolved Issues
~~~~~~~~~~~~~~~
Known Issues and Limitations (Training)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Known Issues and Limitations (Inference)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:func:`torch.argmax` and :func:`torch.argmin` do not support the single argument call variant
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
:func:`torch.argmax` and :func:`torch.argmin` do not support the single
argument call variant. Only the 3 argument variant of these functions is
supported. The ``dim`` argument *must be* specified or this function will
fail at the call-site. Secondly, :func:`torch.argmin` may produce
incorrect results.
No automatic partitioning
^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, there's no automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
Operations in the model that are not supported by Neuron would result in compilation error. Please see :ref:`pytorch-neuron-supported-operators` for a list of supported operators.
Release [1.13.0.1.4.0]
----------------------
Date: 02/08/2023
Summary
~~~~~~~
What's new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Training support:
- Added support for PyTorch 1.13
- Added support for Python version 3.9
- Added support for torch.nn.parallel.DistributedDataParallel (DDP) along with a :ref:`tutorial <neuronx-ddp-tutorial>`
- Added optimized lowering for Softmax activation
- Added support for LAMB optimizer in BF16 mode
Added initial support for inference on Trn1, including the following features:
- Trace API (torch_neuronx.trace)
- Core placement API (experimental)
- Python 3.7, 3.8 and 3.9 support
- Support for tracing models larger than 2 GB
The following inference features are not included in this release:
- Automatic partitioning of a model into subgraphs that run on NeuronCores and subgraphs that run on CPU
- cxx11 ABI wheels
Resolved Issues
~~~~~~~~~~~~~~~
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
DDP shows slow convergence
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently we see that the models converge slowly with DDP when compared to the scripts that don't use DDP. We also see a throughput drop
with DDP. This is a known issue with torch-xla: https://pytorch.org/xla/release/1.13/index.html#mnist-with-real-data
Runtime crash when we use too many workers per node with DDP
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, if we use 32 workers with DDP, we see that each worker generates its own graph. This causes an error in the runtime, and
you may see errors that look like this: ``bootstrap.cc:86 CCOM WARN Call to accept failed : Too many open files``.
Hence, it is recommended to use fewer workers per node with DDP.
Lower throughput for BERT-large training on AL2 instances
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We see a performance drop of roughly 5-10% for BERT model training on AL2 instances. This is because of the increase in time required for tracing the model.
Release [1.12.0.1.4.0]
----------------------
Date: 12/12/2022
Summary
~~~~~~~
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Added support for PyTorch 1.12.
- Setting XLA_DOWNCAST_BF16=1 now also enables stochastic rounding by default (as done with XLA_USE_BF16=1).
- Added support for :ref:`capturing snapshots <torch-neuronx-snapshotting>` of inputs, outputs and graph HLO for debug.
- Fixed issue with parallel compile error when both train and evaluation are enabled in HuggingFace fine-tuning tutorial.
- Added support for LAMB optimizer in FP32 mode.
Resolved Issues
~~~~~~~~~~~~~~~
NaNs seen with transformers version >= 4.21.0 when running HF BERT fine-tuning or pretraining with XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When running HuggingFace BERT (any size) fine-tuning tutorial or pretraining tutorial with transformers version >= 4.21.0 and using XLA_USE_BF16=1 or XLA_DOWNCAST_BF16=1, you will see NaNs in the loss immediately at the first step. More details on the issue can be found at `pytorch/xla#4152 <https://github.com/pytorch/xla/issues/4152>`_. The workaround is to use 4.20.0 or earlier (the tutorials currently recommend version 4.15.0) or add the line ``transformers.modeling_utils.get_parameter_dtype = lambda x: torch.bfloat16`` to your Python training script (as now done in latest tutorials). `A permanent fix <https://github.com/huggingface/transformers/pull/20562>`_ will become part of an upcoming HuggingFace transformers release.
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Release [1.11.0.1.2.0]
----------------------
Date: 10/27/2022
Summary
~~~~~~~
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Added support for argmax.
- Clarified error messages for runtime errors ``NRT_UNINITIALIZED`` and ``NRT_CLOSED``.
- When multi-worker training is launched using torchrun on one instance, framework now handles runtime state cleanup at end of training.
Resolved Issues
~~~~~~~~~~~~~~~
Drop-out rate ignored in dropout operation
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A known issue in the compiler's implementation of dropout caused drop-rate to be ignored in the last release. It is fixed in the current release.
Runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously, when running MRPC fine-tuning tutorial with ``bert-base-*`` model, you would encounter runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703". This is fixed in the current release.
Compilation error: "TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Previously, when compiling MRPC fine-tuning tutorial with ``bert-large-*`` and FP32 (no XLA_USE_BF16=1) for two workers or more, you would encounter compiler error that looks like ``Error message: TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]`` followed by ``Error class: KeyError``. Single worker fine-tuning is not affected. This is fixed in the current release.
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Release [1.11.0.1.1.1]
----------------------
Date: 10/10/2022
Summary
~~~~~~~
This is the initial release of PyTorch Neuron that supports Trainium for
users to train their models on the new EC2 Trn1 instances.
What’s new in this release
~~~~~~~~~~~~~~~~~~~~~~~~~~
Announcing the first PyTorch Neuron release for training.
- XLA device support for Trainium
- PyTorch 1.11 with XLA backend support in torch.distributed
- torch-xla distributed support
- Single-instance and multi-instance distributed training using torchrun
- Support for ParallelCluster and SLURM with node-level scheduling granularity
- Persistent cache for compiled graph
- :ref:`neuron_parallel_compile <pytorch-neuronx-parallel-compile-cli>`
utility to help speed up compilation
- Optimizer support: SGD, AdamW
- Loss functions supported: NLLLoss
- Python versions supported: 3.7, 3.8
- Multi-instance training support with EFA
- Support PyTorch’s BF16 automatic mixed precision
Known Issues and Limitations
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Convolution is not supported
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
In this release, convolution is not supported.
Number of data parallel training workers on one Trn1 instance
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The number of workers used in single-instance data parallel
training can be one of the following values: 1 or 2 for trn1.2xlarge and 1, 2, 8 or 32 for trn1.32xlarge.
Drop-out rate ignored in dropout operation
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A known issue in the compiler's implementation of dropout caused drop-rate to be ignored. Will be fixed in a follow-on release.
Runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Currently, when running MRPC fine-tuning tutorial with ``bert-base-*`` model, you will encounter runtime error "invalid offset in Coalesced\_memloc\_..." followed by "Failed to process dma block: 1703".
This issue will be fixed in an upcoming release.
Compilation error: "TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]"
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
When compiling MRPC fine-tuning tutorial with ``bert-large-*`` and FP32 (no XLA_USE_BF16=1) for two workers or more, you will encounter compiler error that looks like ``Error message: TongaSBTensor[0x7fb2a46e0830]:TongaSB partitions[0] uint8 %138392[128, 512]`` followed by ``Error class: KeyError``. Single worker fine-tuning is not affected. This issue will be fixed in an upcoming release.
</pre></body></html>
|
2023-09-29T20:54:42.790Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.rst.txt
|
```
.. _trace-vs-xla-lazytensor:
Comparison of Traced Inference versus XLA |LazyTensor| Inference (``torch-neuronx``)
=====================================================================================
.. contents:: Table of contents
:local:
:depth: 1
Introduction
------------
Using ``torch-neuronx``, there are two ways that a model can be
executed for inference:
- **XLA LazyTensor Inference**: A model is executed on Neuron by calling
:meth:`~torch.Tensor.to` to move :class:`~torch.nn.parameter.Parameter`
and :class:`~torch.Tensor` data using the |device|. Executing operations uses
torch |LazyTensor| to record, compile, and execute the graph. These are the
same mechanisms used for :ref:`training <pytorch-neuronx-programming-guide>`.
- **(Recommended) Traced Inference**: A model is traced prior to inference
using the |trace| API. This trace is similar to :func:`torch.jit.trace` but
instead creates a Neuron-specific `TorchScript`_ artifact. This artifact
provides improved performance and portability compared to XLA
|LazyTensor| inference.
.. _xla_lazytensor:
XLA Lazy Tensor Inference Mechanics
-----------------------------------
XLA |LazyTensor| inference uses Just-In-Time (JIT) compilation for Neuron
execution.
XLA Device execution uses the built-in ``torch-xla`` functionality with torch
|LazyTensor| to record torch operations using the |device|. The graph of
operations is sent to the |neuronx-cc| compiler upon calling
``xm.mark_step()``. Finally the compiled graph is transferred to a NeuronCore
and executed in the Neuron backend.
The initial model inference will be very slow since the model binary file in the
Neuron Executable File Format (NEFF) will need to be generated by the compiler.
Upon each subsequent call to a model, the application will re-execute the
python, rebuild the graph, and check a cache to see if an existing NEFF file
is available for the given graph before attempting to recompile.
The process of recording graph operations in python can become a bottleneck for
otherwise fast models. This overhead will always have an effect on performance
regardless of model size but may be less noticeable on larger models. Note that
this XLA |LazyTensor| execution performance may improve significantly with new
torch features in the future.
Example
~~~~~~~
.. tab-set::
.. tab-item:: Fixed Shape Example
.. code-block:: python
import torch
import torch_neuronx
import torch_xla.core.xla_model as xm
# Create XLA device
device = xm.xla_device()
# Load example model and inputs to Neuron device
model = torch.nn.Sequential(
torch.nn.Linear(784, 120),
torch.nn.ReLU(),
torch.nn.Linear(120, 10),
torch.nn.Softmax(dim=-1),
)
model.eval()
model.to(device)
example = torch.rand((1, 784), device=device)
# Inference
with torch.no_grad():
result = model(example)
xm.mark_step() # Compilation occurs here
print(result.cpu())
.. tab-item:: Dynamic Shape Example
The following is an example of a model that dynamically changes the
sequence length and batch size of the input token ID tensor to trigger
recompilations. This kind of workflow would require padding when using
traced inference.
.. code-block:: python
import torch
import torch_neuronx
import torch_xla.core.xla_model as xm
# Create XLA device
device = xm.xla_device()
# Load example model and inputs to Neuron device
model = torch.nn.Sequential(
torch.nn.Embedding(num_embeddings=30522, embedding_dim=512),
torch.nn.Linear(512, 128),
torch.nn.ReLU(),
torch.nn.Linear(128, 2),
torch.nn.Softmax(dim=-1),
)
model.eval()
model.to(device)
token_ids_1 = torch.tensor([
[1, 28, 748, 0],
]) # shape: [1, 4]
token_ids_2 = torch.tensor([
[1, 13087, 10439, 1990, 18912, 0],
[1, 12009, 7849, 2509, 3500, 0],
]) # shape: [2, 6]
# Inference
with torch.no_grad():
# First compilation/inference
result = model(token_ids_1)
xm.mark_step()
print(result.cpu()) # shape: [1, 4, 2]
# Recompilation occurs here since token_ids_2 is a different shape. This infer
# would have failed if the model had been traced with shape [1, 4]
result = model(token_ids_2)
xm.mark_step()
print(result.cpu()) # shape: [2, 6, 2]
Traced Inference Mechanics
--------------------------
Traced inference uses Ahead-Of-Time (AOT) compilation for Neuron execution.
Similar to XLA |LazyTensor| inference, |trace| uses the operation recording
mechanisms provided by ``torch-xla`` to build the graph structure. This graph
structure is also sent to the |neuronx-cc| compiler to produce a binary (NEFF)
that is executable on Neuron.
The main difference is that the call to |trace| returns a *new* fully
compiled graph as a `TorchScript`_ Module. Upon calling this new Module, rather
than re-executing the python, rebuilding the graph, and checking
the cache for a matching model, the new Module simply executes the precompiled
graph that was preloaded during tracing. This is a significantly
more optimized runtime since it avoids the python operator tracing, graph
building, etc.
One disadvantage of this interface is that a model will never dynamically
recompile after a trace. This means that dynamic control flow is not supported
within a function/module. Tensor input/output shapes are fixed to the shapes
passed to the |trace| API. Dynamic batching and bucketing can be used to avoid
the pitfalls of static shapes.
Example
~~~~~~~
.. code-block:: python
import torch
import torch_neuronx
# Create example model and inputs
model = torch.nn.Sequential(
torch.nn.Linear(784, 120),
torch.nn.ReLU(),
torch.nn.Linear(120, 10),
torch.nn.Softmax(dim=-1),
)
model.eval()
example = torch.rand((1, 784))
# Create fixed model trace
trace = torch_neuronx.trace(model, example)
# Inference
result = trace(example) # No recompilation. Input shapes must not change
print(result)
Traced Inference Advantages
---------------------------
Traced inference should be used for nearly all deployment purposes since it
provides some key advantages over XLA |LazyTensor| execution:
- **Reduced Overhead**: There is no overhead associated with graph recording,
compilation, and model loading since these steps are performed only once
within the call to |trace|. In contrast, when using XLA |LazyTensor|
inference, all of these steps are performed just-in-time (with caching to
improve performance).
- **Serializable**: The TorchScript Module that is produced from the |trace| API
is serializable using the normal :func:`torch.jit.save` function. It is able
to be reloaded in an inference environment with :func:`torch.jit.load`.
In contrast, XLA device inference does not provide a predetermined
serialization format that includes the pre-compiled NEFF artifacts. These
must be manually copied to an inference environment to be used.
- **Reduced Dependencies**: When using the traced TorchScript Module in an
inference environment, it is no longer required to install the
|neuronx-cc| compiler. In contrast, when using the XLA |LazyTensor|
execution, an execution may require a recompile to successfully infer.
- **Static & Predictable**: The resulting module produced by |trace| will
contain a static model that will consume a predictable amount of Neuron device
memory and will never require recompilation based on input changes. In
contrast, since XLA device inference performs just-in-time compilation, it
can be more difficult to predict memory utilization and the compilations
that may be required at inference time.
- **C++ Usability**: If the end application is an inference platform using
``libtorch``, it is easy to integrate with ``libtorchneuron`` to load
traced modules. It is not currently possible to set up an environment to use
torch in C++ in conjunction with Neuron XLA |LazyTensor| execution.
Summary
-------
+----------------+-----------------------+-------------------+
| | XLA Device Inference | Traced Inference |
+================+=======================+===================+
| Compilation | JIT | AOT |
+----------------+-----------------------+-------------------+
| Serialization | N/A | `TorchScript`_ |
+----------------+-----------------------+-------------------+
| Performance | Slower | Faster |
+----------------+-----------------------+-------------------+
| Dynamic | Yes | No |
+----------------+-----------------------+-------------------+
| C++ Usage | No | Yes |
+----------------+-----------------------+-------------------+
.. |LazyTensor| replace:: :ref:`Lazy Tensor <xla_lazytensor>`
.. |trace| replace:: :func:`~torch_neuronx.trace`
.. |device| replace:: :code:`xm.xla_device()`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. _TorchScript: https://pytorch.org/docs/stable/jit.html
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _trace-vs-xla-lazytensor:
Comparison of Traced Inference versus XLA |LazyTensor| Inference (``torch-neuronx``)
=====================================================================================
.. contents:: Table of contents
:local:
:depth: 1
Introduction
------------
Using ``torch-neuronx``, there are two ways that a model can be
executed for inference:
- **XLA LazyTensor Inference**: A model is executed on Neuron by calling
:meth:`~torch.Tensor.to` to move :class:`~torch.nn.parameter.Parameter`
and :class:`~torch.Tensor` data using the |device|. Executing operations uses
torch |LazyTensor| to record, compile, and execute the graph. These are the
same mechanisms used for :ref:`training <pytorch-neuronx-programming-guide>`.
- **(Recommended) Traced Inference**: A model is traced prior to inference
using the |trace| API. This trace is similar to :func:`torch.jit.trace` but
instead creates a Neuron-specific `TorchScript`_ artifact. This artifact
provides improved performance and portability compared to XLA
|LazyTensor| inference.
.. _xla_lazytensor:
XLA Lazy Tensor Inference Mechanics
-----------------------------------
XLA |LazyTensor| inference uses Just-In-Time (JIT) compilation for Neuron
execution.
XLA Device execution uses the built-in ``torch-xla`` functionality with torch
|LazyTensor| to record torch operations using the |device|. The graph of
operations is sent to the |neuronx-cc| compiler upon calling
``xm.mark_step()``. Finally the compiled graph is transferred to a NeuronCore
and executed in the Neuron backend.
The initial model inference will be very slow since the model binary file in the
Neuron Executable File Format (NEFF) will need to be generated by the compiler.
Upon each subsequent call to a model, the application will re-execute the
python, rebuild the graph, and check a cache to see if an existing NEFF file
is available for the given graph before attempting to recompile.
The process of recording graph operations in python can become a bottleneck for
otherwise fast models. This overhead will always have an effect on performance
regardless of model size but may be less noticeable on larger models. Note that
this XLA |LazyTensor| execution performance may improve significantly with new
torch features in the future.
Example
~~~~~~~
.. tab-set::
.. tab-item:: Fixed Shape Example
.. code-block:: python
import torch
import torch_neuronx
import torch_xla.core.xla_model as xm
# Create XLA device
device = xm.xla_device()
# Load example model and inputs to Neuron device
model = torch.nn.Sequential(
torch.nn.Linear(784, 120),
torch.nn.ReLU(),
torch.nn.Linear(120, 10),
torch.nn.Softmax(dim=-1),
)
model.eval()
model.to(device)
example = torch.rand((1, 784), device=device)
# Inference
with torch.no_grad():
result = model(example)
xm.mark_step() # Compilation occurs here
print(result.cpu())
.. tab-item:: Dynamic Shape Example
The following is an example of a model that dynamically changes the
sequence length and batch size of the input token ID tensor to trigger
recompilations. This kind of workflow would require padding when using
traced inference.
.. code-block:: python
import torch
import torch_neuronx
import torch_xla.core.xla_model as xm
# Create XLA device
device = xm.xla_device()
# Load example model and inputs to Neuron device
model = torch.nn.Sequential(
torch.nn.Embedding(num_embeddings=30522, embedding_dim=512),
torch.nn.Linear(512, 128),
torch.nn.ReLU(),
torch.nn.Linear(128, 2),
torch.nn.Softmax(dim=-1),
)
model.eval()
model.to(device)
token_ids_1 = torch.tensor([
[1, 28, 748, 0],
]) # shape: [1, 4]
token_ids_2 = torch.tensor([
[1, 13087, 10439, 1990, 18912, 0],
[1, 12009, 7849, 2509, 3500, 0],
]) # shape: [2, 6]
# Inference
with torch.no_grad():
# First compilation/inference
result = model(token_ids_1)
xm.mark_step()
print(result.cpu()) # shape: [1, 4, 2]
# Recompilation occurs here since token_ids_2 is a different shape. This infer
# would have failed if the model had been traced with shape [1, 4]
result = model(token_ids_2)
xm.mark_step()
print(result.cpu()) # shape: [2, 6, 2]
Traced Inference Mechanics
--------------------------
Traced inference uses Ahead-Of-Time (AOT) compilation for Neuron execution.
Similar to XLA |LazyTensor| inference, |trace| uses the operation recording
mechanisms provided by ``torch-xla`` to build the graph structure. This graph
structure is also sent to the |neuronx-cc| compiler to produce a binary (NEFF)
that is executable on Neuron.
The main difference is that the call to |trace| returns a *new* fully
compiled graph as a `TorchScript`_ Module. Upon calling this new Module, rather
than re-executing the python, rebuilding the graph, and checking
the cache for a matching model, the new Module simply executes the precompiled
graph that was preloaded during tracing. This is a significantly
more optimized runtime since it avoids the python operator tracing, graph
building, etc.
One disadvantage of this interface is that a model will never dynamically
recompile after a trace. This means that dynamic control flow is not supported
within a function/module. Tensor input/output shapes are fixed to the shapes
passed to the |trace| API. Dynamic batching and bucketing can be used to avoid
the pitfalls of static shapes.
Example
~~~~~~~
.. code-block:: python
import torch
import torch_neuronx
# Create example model and inputs
model = torch.nn.Sequential(
torch.nn.Linear(784, 120),
torch.nn.ReLU(),
torch.nn.Linear(120, 10),
torch.nn.Softmax(dim=-1),
)
model.eval()
example = torch.rand((1, 784))
# Create fixed model trace
trace = torch_neuronx.trace(model, example)
# Inference
result = trace(example) # No recompilation. Input shapes must not change
print(result)
Traced Inference Advantages
---------------------------
Traced inference should be used for nearly all deployment purposes since it
provides some key advantages over XLA |LazyTensor| execution:
- **Reduced Overhead**: There is no overhead associated with graph recording,
compilation, and model loading since these steps are performed only once
within the call to |trace|. In contrast, when using XLA |LazyTensor|
inference, all of these steps are performed just-in-time (with caching to
improve performance).
- **Serializable**: The TorchScript Module that is produced from the |trace| API
is serializable using the normal :func:`torch.jit.save` function. It is able
to be reloaded in an inference environment with :func:`torch.jit.load`.
In contrast, XLA device inference does not provide a predetermined
serialization format that includes the pre-compiled NEFF artifacts. These
must be manually copied to an inference environment to be used.
- **Reduced Dependencies**: When using the traced TorchScript Module in an
inference environment, it is no longer required to install the
|neuronx-cc| compiler. In contrast, when using the XLA |LazyTensor|
execution, an execution may require a recompile to successfully infer.
- **Static & Predictable**: The resulting module produced by |trace| will
contain a static model that will consume a predictable amount of Neuron device
memory and will never require recompilation based on input changes. In
contrast, since XLA device inference performs just-in-time compilation, it
can be more difficult to predict memory utilization and the compilations
that may be required at inference time.
- **C++ Usability**: If the end application is an inference platform using
``libtorch``, it is easy to integrate with ``libtorchneuron`` to load
traced modules. It is not currently possible to set up an environment to use
torch in C++ in conjunction with Neuron XLA |LazyTensor| execution.
Summary
-------
+----------------+-----------------------+-------------------+
| | XLA Device Inference | Traced Inference |
+================+=======================+===================+
| Compilation | JIT | AOT |
+----------------+-----------------------+-------------------+
| Serialization | N/A | `TorchScript`_ |
+----------------+-----------------------+-------------------+
| Performance | Slower | Faster |
+----------------+-----------------------+-------------------+
| Dynamic | Yes | No |
+----------------+-----------------------+-------------------+
| C++ Usage | No | Yes |
+----------------+-----------------------+-------------------+
.. |LazyTensor| replace:: :ref:`Lazy Tensor <xla_lazytensor>`
.. |trace| replace:: :func:`~torch_neuronx.trace`
.. |device| replace:: :code:`xm.xla_device()`
.. |neuronx-cc| replace:: :ref:`neuronx-cc <neuron-compiler-cli-reference-guide>`
.. _TorchScript: https://pytorch.org/docs/stable/jit.html
</pre></body></html>
|
2023-09-29T20:54:42.821Z
|
|
Compiling and Deploying HuggingFace Pretrained BERT — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.html
|
# Compiling and Deploying HuggingFace Pretrained BERT — AWS Neuron Documentation
## Compiling and Deploying HuggingFace Pretrained BERT[#](#Compiling-and-Deploying-HuggingFace-Pretrained-BERT "Permalink to this headline")
## Introduction[#](#Introduction "Permalink to this headline")
In this tutorial we will compile and deploy BERT-base version of HuggingFace 🤗 Transformers BERT for Inferentia. The full list of HuggingFace’s pretrained BERT models can be found in the BERT section on this page [https://huggingface.co/transformers/pretrained\_models.html](https://huggingface.co/transformers/pretrained_models.html).
This Jupyter notebook should be run on an instance which is inf1.6xlarge or larger. The compile part of this tutorial requires inf1.6xlarge and not the inference itself. For simplicity we will run this tutorial on inf1.6xlarge but in real life scenario the compilation should be done on a compute instance and the deployment on inf1 instance to save costs.
Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the [PyTorch Installation Guide](../../../../frameworks/torch/torch-neuron/setup/pytorch-install.html). You can select the kernel from the “Kernel -> Change Kernel” option on the top of this Jupyter notebook page.
### Install Dependencies:[#](#Install-Dependencies: "Permalink to this headline")
This tutorial requires the following pip packages:
- `torch-neuron`
- `neuron-cc[tensorflow]`
- `transformers`
Most of these packages will be installed when configuring your environment using the Neuron PyTorch setup guide. The additional dependencies must be installed here.
```
%env TOKENIZERS_PARALLELISM=True #Supresses tokenizer warnings making errors easier to detect
!pip install --upgrade "transformers==4.6.0"
```
## Compile the model into an AWS Neuron optimized TorchScript[#](#Compile-the-model-into-an-AWS-Neuron-optimized-TorchScript "Permalink to this headline")
```
import tensorflow # to workaround a protobuf version conflict issue
import torch
import torch.neuron
from transformers import AutoTokenizer, AutoModelForSequenceClassification, AutoConfig
import transformers
import os
import warnings
# Setting up NeuronCore groups for inf1.6xlarge with 16 cores
num_cores = 16 # This value should be 4 on inf1.xlarge and inf1.2xlarge
os.environ['NEURON_RT_NUM_CORES'] = str(num_cores)
# Build tokenizer and model
tokenizer = AutoTokenizer.from_pretrained("bert-base-cased-finetuned-mrpc")
model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased-finetuned-mrpc", return_dict=False)
# Setup some example inputs
sequence_0 = "The company HuggingFace is based in New York City"
sequence_1 = "Apples are especially bad for your health"
sequence_2 = "HuggingFace's headquarters are situated in Manhattan"
max_length=128
paraphrase = tokenizer.encode_plus(sequence_0, sequence_2, max_length=max_length, padding='max_length', truncation=True, return_tensors="pt")
not_paraphrase = tokenizer.encode_plus(sequence_0, sequence_1, max_length=max_length, padding='max_length', truncation=True, return_tensors="pt")
# Run the original PyTorch model on compilation exaple
paraphrase_classification_logits = model(**paraphrase)[0]
# Convert example inputs to a format that is compatible with TorchScript tracing
example_inputs_paraphrase = paraphrase['input_ids'], paraphrase['attention_mask'], paraphrase['token_type_ids']
example_inputs_not_paraphrase = not_paraphrase['input_ids'], not_paraphrase['attention_mask'], not_paraphrase['token_type_ids']
# Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron
model_neuron = torch.neuron.trace(model, example_inputs_paraphrase)
# Verify the TorchScript works on both example inputs
paraphrase_classification_logits_neuron = model_neuron(*example_inputs_paraphrase)
not_paraphrase_classification_logits_neuron = model_neuron(*example_inputs_not_paraphrase)
# Save the TorchScript for later use
model_neuron.save('bert_neuron.pt')
```
You may inspect `model_neuron.graph` to see which part is running on CPU versus running on the accelerator. All native `aten` operators in the graph will be running on CPU.
```
print(model_neuron.graph)
```
## Deploy the AWS Neuron optimized TorchScript[#](#Deploy-the-AWS-Neuron-optimized-TorchScript "Permalink to this headline")
To deploy the AWS Neuron optimized TorchScript, you may choose to load the saved TorchScript from disk and skip the slow compilation.
```
# Load TorchScript back
model_neuron = torch.jit.load('bert_neuron.pt')
# Verify the TorchScript works on both example inputs
paraphrase_classification_logits_neuron = model_neuron(*example_inputs_paraphrase)
not_paraphrase_classification_logits_neuron = model_neuron(*example_inputs_not_paraphrase)
classes = ['not paraphrase', 'paraphrase']
paraphrase_prediction = paraphrase_classification_logits_neuron[0][0].argmax().item()
not_paraphrase_prediction = not_paraphrase_classification_logits_neuron[0][0].argmax().item()
print('BERT says that "{}" and "{}" are {}'.format(sequence_0, sequence_2, classes[paraphrase_prediction]))
print('BERT says that "{}" and "{}" are {}'.format(sequence_0, sequence_1, classes[not_paraphrase_prediction]))
```
Now let’s run the model in parallel on four cores
```
def get_input_with_padding(batch, batch_size, max_length):
## Reformulate the batch into three batch tensors - default batch size batches the outer dimension
encoded = batch['encoded']
inputs = torch.squeeze(encoded['input_ids'], 1)
attention = torch.squeeze(encoded['attention_mask'], 1)
token_type = torch.squeeze(encoded['token_type_ids'], 1)
quality = list(map(int, batch['quality']))
if inputs.size()[0] != batch_size:
print("Input size = {} - padding".format(inputs.size()))
remainder = batch_size - inputs.size()[0]
zeros = torch.zeros( [remainder, max_length], dtype=torch.long )
inputs = torch.cat( [inputs, zeros] )
attention = torch.cat( [attention, zeros] )
token_type = torch.cat( [token_type, zeros] )
assert(inputs.size()[0] == batch_size and inputs.size()[1] == max_length)
assert(attention.size()[0] == batch_size and attention.size()[1] == max_length)
assert(token_type.size()[0] == batch_size and token_type.size()[1] == max_length)
return (inputs, attention, token_type), quality
def count(output, quality):
assert output.size(0) >= len(quality)
correct_count = 0
count = len(quality)
batch_predictions = [ row.argmax().item() for row in output ]
for a, b in zip(batch_predictions, quality):
if int(a)==int(b):
correct_count += 1
return correct_count, count
```
## Data parallel inference[#](#Data-parallel-inference "Permalink to this headline")
In the below cell, we use the data parallel approach for inference. In this approach, we load multiple models, all of them running in parallel. Each model is loaded onto a single NeuronCore. In the below implementation, we launch 16 models, thereby utilizing all the 16 cores on an inf1.6xlarge.
> Note: Now if you try to decrease the num\_cores in the above cells, please restart the notebook and run `!sudo rmmod neuron; sudo modprobe neuron` step in cell 2 to clear the Neuron cores.
Since, we can run more than 1 model concurrently, the throughput for the system goes up. To achieve maximum gain in throughput, we need to efficiently feed the models so as to keep them busy at all times. In the below setup, this is done by using a producer-consumer model. We maintain a common python queue shared across all the models. The common queue enables feeding data continuously to the models.
```
from parallel import NeuronSimpleDataParallel
from bert_benchmark_utils import BertTestDataset, BertResults
import time
import functools
max_length = 128
num_cores = 16
batch_size = 1
tsv_file="glue_mrpc_dev.tsv"
data_set = BertTestDataset( tsv_file=tsv_file, tokenizer=tokenizer, max_length=max_length )
data_loader = torch.utils.data.DataLoader(data_set, batch_size=batch_size, shuffle=True)
#Result aggregation class (code in bert_benchmark_utils.py)
results = BertResults(batch_size, num_cores)
def result_handler(output, result_id, start, end, input_dict):
correct_count, inference_count = count(output[0], input_dict.pop(result_id))
elapsed = end - start
results.add_result(correct_count, inference_count, [elapsed], [end], [start])
parallel_neuron_model = NeuronSimpleDataParallel('bert_neuron.pt', num_cores)
#Starting the inference threads
parallel_neuron_model.start_continuous_inference()
# Warm up the cores
z = torch.zeros( [batch_size, max_length], dtype=torch.long )
batch = (z, z, z)
for _ in range(num_cores*4):
parallel_neuron_model.infer(batch, -1, None)
input_dict = {}
input_id = 0
for _ in range(30):
for batch in data_loader:
batch, quality = get_input_with_padding(batch, batch_size, max_length)
input_dict[input_id] = quality
callback_fn = functools.partial(result_handler, input_dict=input_dict)
parallel_neuron_model.infer(batch, input_id, callback_fn)
input_id+=1
# Stop inference
parallel_neuron_model.stop()
with open("benchmark.txt", "w") as f:
results.report(f, window_size=1)
with open("benchmark.txt", "r") as f:
for line in f:
print(line)
```
Now recompile with a larger batch size of six sentence pairs
```
batch_size = 6
example_inputs_paraphrase = (
torch.cat([paraphrase['input_ids']] * batch_size,0),
torch.cat([paraphrase['attention_mask']] * batch_size,0),
torch.cat([paraphrase['token_type_ids']] * batch_size,0)
)
# Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron
model_neuron_batch = torch.neuron.trace(model, example_inputs_paraphrase)
## Save the batched model
model_neuron_batch.save('bert_neuron_b{}.pt'.format(batch_size))
```
Rerun inference with batch 6
```
from parallel import NeuronSimpleDataParallel
from bert_benchmark_utils import BertTestDataset, BertResults
import time
import functools
max_length = 128
num_cores = 16
batch_size = 6
data_set = BertTestDataset( tsv_file=tsv_file, tokenizer=tokenizer, max_length=max_length )
data_loader = torch.utils.data.DataLoader(data_set, batch_size=batch_size, shuffle=True)
#Result aggregation class (code in bert_benchmark_utils.py)
results = BertResults(batch_size, num_cores)
def result_handler(output, result_id, start, end, input_dict):
correct_count, inference_count = count(output[0], input_dict.pop(result_id))
elapsed = end - start
results.add_result(correct_count, inference_count, [elapsed], [end], [start])
parallel_neuron_model = NeuronSimpleDataParallel('bert_neuron_b{}.pt'.format(batch_size), num_cores)
#Starting the inference threads
parallel_neuron_model.start_continuous_inference()
# Adding to the input queue to warm all cores
z = torch.zeros( [batch_size, max_length], dtype=torch.long )
batch = (z, z, z)
for _ in range(num_cores*4):
parallel_neuron_model.infer(batch, -1, None)
input_dict = {}
input_id = 0
for _ in range(30):
for batch in data_loader:
batch, quality = get_input_with_padding(batch, batch_size, max_length)
input_dict[input_id] = quality
callback_fn = functools.partial(result_handler, input_dict=input_dict)
parallel_neuron_model.infer(batch, input_id, callback_fn)
input_id+=1
# Stop inference
parallel_neuron_model.stop()
with open("benchmark_b{}.txt".format(batch_size), "w") as f:
results.report(f, window_size=1)
with open("benchmark_b{}.txt".format(batch_size), "r") as f:
for line in f:
print(line)
```
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Compiling and Deploying HuggingFace Pretrained BERT — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css">
<link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
<script src="../../../../_static/jquery.js"></script>
<script src="../../../../_static/underscore.js"></script>
<script src="../../../../_static/doctools.js"></script>
<script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../../_static/contentui.js"></script>
<script src="../../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../../genindex.html">
<link rel="search" title="Search" href="../../../../search.html">
<link rel="next" title="Deploy a pretrained PyTorch BERT model from HuggingFace on Amazon SageMaker with Neuron container" href="../byoc_sm_bert_tutorial/sagemaker_container_neuron.html">
<link rel="prev" title="Natural Language Processing (NLP) Tutorials (torch-neuron)" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".ipynb", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><style type="text/css">.CtxtMenu_InfoClose { top:.2em; right:.2em;}
.CtxtMenu_InfoContent { overflow:auto; text-align:left; font-size:80%; padding:.4em .6em; border:1px inset; margin:1em 0px; max-height:20em; max-width:30em; background-color:#EEEEEE; white-space:normal;}
.CtxtMenu_Info.CtxtMenu_MousePost {outline:none;}
.CtxtMenu_Info { position:fixed; left:50%; width:auto; text-align:center; border:3px outset; padding:1em 2em; background-color:#DDDDDD; color:black; cursor:default; font-family:message-box; font-size:120%; font-style:normal; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 15px; /* Opera 10.5 and IE9 */ -webkit-border-radius:15px; /* Safari and Chrome */ -moz-border-radius:15px; /* Firefox */ -khtml-border-radius:15px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */ filter:progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color="gray", Positive="true"); /* IE */}
</style><style type="text/css">.CtxtMenu_MenuClose { position:absolute; cursor:pointer; display:inline-block; border:2px solid #AAA; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ font-family: "Courier New", Courier; font-size:24px; color:#F0F0F0}
.CtxtMenu_MenuClose span { display:block; background-color:#AAA; border:1.5px solid; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ line-height:0; padding:8px 0 6px /* may need to be browser-specific */}
.CtxtMenu_MenuClose:hover { color:white!important; border:2px solid #CCC!important}
.CtxtMenu_MenuClose:hover span { background-color:#CCC!important}
.CtxtMenu_MenuClose:hover:focus { outline:none}
</style><style type="text/css">.CtxtMenu_Menu { position:absolute; background-color:white; color:black; width:auto; padding:5px 0px; border:1px solid #CCCCCC; margin:0; cursor:default; font: menu; text-align:left; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 5px; /* Opera 10.5 and IE9 */ -webkit-border-radius: 5px; /* Safari and Chrome */ -moz-border-radius: 5px; /* Firefox */ -khtml-border-radius: 5px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */}
.CtxtMenu_MenuItem { padding: 1px 2em; background:transparent;}
.CtxtMenu_MenuArrow { position:absolute; right:.5em; padding-top:.25em; color:#666666; font-family: null; font-size: .75em}
.CtxtMenu_MenuActive .CtxtMenu_MenuArrow {color:white}
.CtxtMenu_MenuArrow.CtxtMenu_RTL {left:.5em; right:auto}
.CtxtMenu_MenuCheck { position:absolute; left:.7em; font-family: null}
.CtxtMenu_MenuCheck.CtxtMenu_RTL { right:.7em; left:auto }
.CtxtMenu_MenuRadioCheck { position:absolute; left: .7em;}
.CtxtMenu_MenuRadioCheck.CtxtMenu_RTL { right: .7em; left:auto}
.CtxtMenu_MenuInputBox { padding-left: 1em; right:.5em; color:#666666; font-family: null;}
.CtxtMenu_MenuInputBox.CtxtMenu_RTL { left: .1em;}
.CtxtMenu_MenuComboBox { left:.1em; padding-bottom:.5em;}
.CtxtMenu_MenuSlider { left: .1em;}
.CtxtMenu_SliderValue { position:absolute; right:.1em; padding-top:.25em; color:#333333; font-size: .75em}
.CtxtMenu_SliderBar { outline: none; background: #d3d3d3}
.CtxtMenu_MenuLabel { padding: 1px 2em 3px 1.33em; font-style:italic}
.CtxtMenu_MenuRule { border-top: 1px solid #DDDDDD; margin: 4px 3px;}
.CtxtMenu_MenuDisabled { color:GrayText}
.CtxtMenu_MenuActive { background-color: #606872; color: white;}
.CtxtMenu_MenuDisabled:focus { background-color: #E8E8E8}
.CtxtMenu_MenuLabel:focus { background-color: #E8E8E8}
.CtxtMenu_ContextMenu:focus { outline:none}
.CtxtMenu_ContextMenu .CtxtMenu_MenuItem:focus { outline:none}
.CtxtMenu_SelectionMenu { position:relative; float:left; border-bottom: none; -webkit-box-shadow:none; -webkit-border-radius:0px; }
.CtxtMenu_SelectionItem { padding-right: 1em;}
.CtxtMenu_Selection { right: 40%; width:50%; }
.CtxtMenu_SelectionBox { padding: 0em; max-height:20em; max-width: none; background-color:#FFFFFF;}
.CtxtMenu_SelectionDivider { clear: both; border-top: 2px solid #000000;}
.CtxtMenu_Menu .CtxtMenu_MenuClose { top:-10px; left:-10px}
</style><style id="MJX-CHTML-styles">
mjx-container[jax="CHTML"] {
line-height: 0;
}
mjx-container [space="1"] {
margin-left: .111em;
}
mjx-container [space="2"] {
margin-left: .167em;
}
mjx-container [space="3"] {
margin-left: .222em;
}
mjx-container [space="4"] {
margin-left: .278em;
}
mjx-container [space="5"] {
margin-left: .333em;
}
mjx-container [rspace="1"] {
margin-right: .111em;
}
mjx-container [rspace="2"] {
margin-right: .167em;
}
mjx-container [rspace="3"] {
margin-right: .222em;
}
mjx-container [rspace="4"] {
margin-right: .278em;
}
mjx-container [rspace="5"] {
margin-right: .333em;
}
mjx-container [size="s"] {
font-size: 70.7%;
}
mjx-container [size="ss"] {
font-size: 50%;
}
mjx-container [size="Tn"] {
font-size: 60%;
}
mjx-container [size="sm"] {
font-size: 85%;
}
mjx-container [size="lg"] {
font-size: 120%;
}
mjx-container [size="Lg"] {
font-size: 144%;
}
mjx-container [size="LG"] {
font-size: 173%;
}
mjx-container [size="hg"] {
font-size: 207%;
}
mjx-container [size="HG"] {
font-size: 249%;
}
mjx-container [width="full"] {
width: 100%;
}
mjx-box {
display: inline-block;
}
mjx-block {
display: block;
}
mjx-itable {
display: inline-table;
}
mjx-row {
display: table-row;
}
mjx-row > * {
display: table-cell;
}
mjx-mtext {
display: inline-block;
}
mjx-mstyle {
display: inline-block;
}
mjx-merror {
display: inline-block;
color: red;
background-color: yellow;
}
mjx-mphantom {
visibility: hidden;
}
_::-webkit-full-page-media, _:future, :root mjx-container {
will-change: opacity;
}
mjx-assistive-mml {
position: absolute !important;
top: 0px;
left: 0px;
clip: rect(1px, 1px, 1px, 1px);
padding: 1px 0px 0px 0px !important;
border: 0px !important;
display: block !important;
width: auto !important;
overflow: hidden !important;
-webkit-touch-callout: none;
-webkit-user-select: none;
-khtml-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
mjx-assistive-mml[display="block"] {
width: 100% !important;
}
mjx-c::before {
display: block;
width: 0;
}
.MJX-TEX {
font-family: MJXZERO, MJXTEX;
}
.TEX-B {
font-family: MJXZERO, MJXTEX-B;
}
.TEX-I {
font-family: MJXZERO, MJXTEX-I;
}
.TEX-MI {
font-family: MJXZERO, MJXTEX-MI;
}
.TEX-BI {
font-family: MJXZERO, MJXTEX-BI;
}
.TEX-S1 {
font-family: MJXZERO, MJXTEX-S1;
}
.TEX-S2 {
font-family: MJXZERO, MJXTEX-S2;
}
.TEX-S3 {
font-family: MJXZERO, MJXTEX-S3;
}
.TEX-S4 {
font-family: MJXZERO, MJXTEX-S4;
}
.TEX-A {
font-family: MJXZERO, MJXTEX-A;
}
.TEX-C {
font-family: MJXZERO, MJXTEX-C;
}
.TEX-CB {
font-family: MJXZERO, MJXTEX-CB;
}
.TEX-FR {
font-family: MJXZERO, MJXTEX-FR;
}
.TEX-FRB {
font-family: MJXZERO, MJXTEX-FRB;
}
.TEX-SS {
font-family: MJXZERO, MJXTEX-SS;
}
.TEX-SSB {
font-family: MJXZERO, MJXTEX-SSB;
}
.TEX-SSI {
font-family: MJXZERO, MJXTEX-SSI;
}
.TEX-SC {
font-family: MJXZERO, MJXTEX-SC;
}
.TEX-T {
font-family: MJXZERO, MJXTEX-T;
}
.TEX-V {
font-family: MJXZERO, MJXTEX-V;
}
.TEX-VB {
font-family: MJXZERO, MJXTEX-VB;
}
mjx-stretchy-v mjx-c, mjx-stretchy-h mjx-c {
font-family: MJXZERO, MJXTEX-S1, MJXTEX-S4, MJXTEX, MJXTEX-A ! important;
}
@font-face /* 0 */ {
font-family: MJXZERO;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Zero.woff") format("woff");
}
@font-face /* 1 */ {
font-family: MJXTEX;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Regular.woff") format("woff");
}
@font-face /* 2 */ {
font-family: MJXTEX-B;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Bold.woff") format("woff");
}
@font-face /* 3 */ {
font-family: MJXTEX-I;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-Italic.woff") format("woff");
}
@font-face /* 4 */ {
font-family: MJXTEX-MI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Italic.woff") format("woff");
}
@font-face /* 5 */ {
font-family: MJXTEX-BI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-BoldItalic.woff") format("woff");
}
@font-face /* 6 */ {
font-family: MJXTEX-S1;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size1-Regular.woff") format("woff");
}
@font-face /* 7 */ {
font-family: MJXTEX-S2;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size2-Regular.woff") format("woff");
}
@font-face /* 8 */ {
font-family: MJXTEX-S3;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size3-Regular.woff") format("woff");
}
@font-face /* 9 */ {
font-family: MJXTEX-S4;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size4-Regular.woff") format("woff");
}
@font-face /* 10 */ {
font-family: MJXTEX-A;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_AMS-Regular.woff") format("woff");
}
@font-face /* 11 */ {
font-family: MJXTEX-C;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Regular.woff") format("woff");
}
@font-face /* 12 */ {
font-family: MJXTEX-CB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Bold.woff") format("woff");
}
@font-face /* 13 */ {
font-family: MJXTEX-FR;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Regular.woff") format("woff");
}
@font-face /* 14 */ {
font-family: MJXTEX-FRB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Bold.woff") format("woff");
}
@font-face /* 15 */ {
font-family: MJXTEX-SS;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Regular.woff") format("woff");
}
@font-face /* 16 */ {
font-family: MJXTEX-SSB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Bold.woff") format("woff");
}
@font-face /* 17 */ {
font-family: MJXTEX-SSI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Italic.woff") format("woff");
}
@font-face /* 18 */ {
font-family: MJXTEX-SC;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Script-Regular.woff") format("woff");
}
@font-face /* 19 */ {
font-family: MJXTEX-T;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Typewriter-Regular.woff") format("woff");
}
@font-face /* 20 */ {
font-family: MJXTEX-V;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Regular.woff") format("woff");
}
@font-face /* 21 */ {
font-family: MJXTEX-VB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Bold.woff") format("woff");
}
</style><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="current nav bd-sidenav">
<li class="toctree-l1 current active has-children">
<a class="reference internal" href="../../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 current active has-children">
<a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l3 current active has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input checked="" class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul class="current">
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4 current active">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fsrc/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.ipynb" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../../_sources/src/examples/pytorch/bert_tutorial/tutorial_pretrained_bert.ipynb.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.ipynb</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction">
Introduction
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-the-model-into-an-AWS-Neuron-optimized-TorchScript">
Compile the model into an AWS Neuron optimized TorchScript
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Deploy-the-AWS-Neuron-optimized-TorchScript">
Deploy the AWS Neuron optimized TorchScript
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Data-parallel-inference">
Data parallel inference
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Compiling and Deploying HuggingFace Pretrained BERT</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction">
Introduction
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-the-model-into-an-AWS-Neuron-optimized-TorchScript">
Compile the model into an AWS Neuron optimized TorchScript
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Deploy-the-AWS-Neuron-optimized-TorchScript">
Deploy the AWS Neuron optimized TorchScript
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Data-parallel-inference">
Data parallel inference
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<style>
/* CSS for nbsphinx extension */
/* remove conflicting styling from Sphinx themes */
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt *,
div.nbinput.container div.input_area pre,
div.nboutput.container div.output_area pre,
div.nbinput.container div.input_area .highlight,
div.nboutput.container div.output_area .highlight {
border: none;
padding: 0;
margin: 0;
box-shadow: none;
}
div.nbinput.container > div[class*=highlight],
div.nboutput.container > div[class*=highlight] {
margin: 0;
}
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt * {
background: none;
}
div.nboutput.container div.output_area .highlight,
div.nboutput.container div.output_area pre {
background: unset;
}
div.nboutput.container div.output_area div.highlight {
color: unset; /* override Pygments text color */
}
/* avoid gaps between output lines */
div.nboutput.container div[class*=highlight] pre {
line-height: normal;
}
/* input/output containers */
div.nbinput.container,
div.nboutput.container {
display: -webkit-flex;
display: flex;
align-items: flex-start;
margin: 0;
width: 100%;
}
@media (max-width: 540px) {
div.nbinput.container,
div.nboutput.container {
flex-direction: column;
}
}
/* input container */
div.nbinput.container {
padding-top: 5px;
}
/* last container */
div.nblast.container {
padding-bottom: 5px;
}
/* input prompt */
div.nbinput.container div.prompt pre {
color: #307FC1;
}
/* output prompt */
div.nboutput.container div.prompt pre {
color: #BF5B3D;
}
/* all prompts */
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: 4.5ex;
padding-top: 5px;
position: relative;
user-select: none;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: absolute;
right: 0;
margin-right: 0.3ex;
}
@media (max-width: 540px) {
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: unset;
text-align: left;
padding: 0.4em;
}
div.nboutput.container div.prompt.empty {
padding: 0;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: unset;
}
}
/* disable scrollbars on prompts */
div.nbinput.container div.prompt pre,
div.nboutput.container div.prompt pre {
overflow: hidden;
}
/* input/output area */
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
-webkit-flex: 1;
flex: 1;
overflow: auto;
}
@media (max-width: 540px) {
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
width: 100%;
}
}
/* input area */
div.nbinput.container div.input_area {
border: 1px solid #e0e0e0;
border-radius: 2px;
/*background: #f5f5f5;*/
}
/* override MathJax center alignment in output cells */
div.nboutput.container div[class*=MathJax] {
text-align: left !important;
}
/* override sphinx.ext.imgmath center alignment in output cells */
div.nboutput.container div.math p {
text-align: left;
}
/* standard error */
div.nboutput.container div.output_area.stderr {
background: #fdd;
}
/* ANSI colors */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }
.ansi-default-inverse-fg { color: #FFFFFF; }
.ansi-default-inverse-bg { background-color: #000000; }
.ansi-bold { font-weight: bold; }
.ansi-underline { text-decoration: underline; }
div.nbinput.container div.input_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight].math,
div.nboutput.container div.output_area.rendered_html,
div.nboutput.container div.output_area > div.output_javascript,
div.nboutput.container div.output_area:not(.rendered_html) > img{
padding: 5px;
margin: 0;
}
/* fix copybtn overflow problem in chromium (needed for 'sphinx_copybutton') */
div.nbinput.container div.input_area > div[class^='highlight'],
div.nboutput.container div.output_area > div[class^='highlight']{
overflow-y: hidden;
}
/* hide copybtn icon on prompts (needed for 'sphinx_copybutton') */
.prompt .copybtn {
display: none;
}
/* Some additional styling taken form the Jupyter notebook CSS */
.jp-RenderedHTMLCommon table,
div.rendered_html table {
border: none;
border-collapse: collapse;
border-spacing: 0;
color: black;
font-size: 12px;
table-layout: fixed;
}
.jp-RenderedHTMLCommon thead,
div.rendered_html thead {
border-bottom: 1px solid black;
vertical-align: bottom;
}
.jp-RenderedHTMLCommon tr,
.jp-RenderedHTMLCommon th,
.jp-RenderedHTMLCommon td,
div.rendered_html tr,
div.rendered_html th,
div.rendered_html td {
text-align: right;
vertical-align: middle;
padding: 0.5em 0.5em;
line-height: normal;
white-space: normal;
max-width: none;
border: none;
}
.jp-RenderedHTMLCommon th,
div.rendered_html th {
font-weight: bold;
}
.jp-RenderedHTMLCommon tbody tr:nth-child(odd),
div.rendered_html tbody tr:nth-child(odd) {
background: #f5f5f5;
}
.jp-RenderedHTMLCommon tbody tr:hover,
div.rendered_html tbody tr:hover {
background: rgba(66, 165, 245, 0.2);
}
</style>
<div class="section" id="Compiling-and-Deploying-HuggingFace-Pretrained-BERT">
<h1>Compiling and Deploying HuggingFace Pretrained BERT<a class="headerlink" href="#Compiling-and-Deploying-HuggingFace-Pretrained-BERT" title="Permalink to this headline">#</a></h1>
<div class="section" id="Introduction">
<h2>Introduction<a class="headerlink" href="#Introduction" title="Permalink to this headline">#</a></h2>
<p>In this tutorial we will compile and deploy BERT-base version of HuggingFace 🤗 Transformers BERT for Inferentia. The full list of HuggingFace’s pretrained BERT models can be found in the BERT section on this page <a class="reference external" href="https://huggingface.co/transformers/pretrained_models.html">https://huggingface.co/transformers/pretrained_models.html</a>.</p>
<p>This Jupyter notebook should be run on an instance which is inf1.6xlarge or larger. The compile part of this tutorial requires inf1.6xlarge and not the inference itself. For simplicity we will run this tutorial on inf1.6xlarge but in real life scenario the compilation should be done on a compute instance and the deployment on inf1 instance to save costs.</p>
<p>Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the <a class="reference external" href="../../../../frameworks/torch/torch-neuron/setup/pytorch-install.html">PyTorch Installation Guide</a>. You can select the kernel from the “Kernel -> Change Kernel” option on the top of this Jupyter notebook page.</p>
<div class="section" id="Install-Dependencies:">
<h3>Install Dependencies:<a class="headerlink" href="#Install-Dependencies:" title="Permalink to this headline">#</a></h3>
<p>This tutorial requires the following pip packages:</p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-cc[tensorflow]</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">transformers</span></code></p></li>
</ul>
<p>Most of these packages will be installed when configuring your environment using the Neuron PyTorch setup guide. The additional dependencies must be installed here.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">env</span> TOKENIZERS_PARALLELISM=True #Supresses tokenizer warnings making errors easier to detect
<span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span>--upgrade<span class="w"> </span><span class="s2">"transformers==4.6.0"</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="Compile-the-model-into-an-AWS-Neuron-optimized-TorchScript">
<h2>Compile the model into an AWS Neuron optimized TorchScript<a class="headerlink" href="#Compile-the-model-into-an-AWS-Neuron-optimized-TorchScript" title="Permalink to this headline">#</a></h2>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">tensorflow</span> <span class="c1"># to workaround a protobuf version conflict issue</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torch.neuron</span>
<span class="kn">from</span> <span class="nn">transformers</span> <span class="kn">import</span> <span class="n">AutoTokenizer</span><span class="p">,</span> <span class="n">AutoModelForSequenceClassification</span><span class="p">,</span> <span class="n">AutoConfig</span>
<span class="kn">import</span> <span class="nn">transformers</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="c1"># Setting up NeuronCore groups for inf1.6xlarge with 16 cores</span>
<span class="n">num_cores</span> <span class="o">=</span> <span class="mi">16</span> <span class="c1"># This value should be 4 on inf1.xlarge and inf1.2xlarge</span>
<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">num_cores</span><span class="p">)</span>
<span class="c1"># Build tokenizer and model</span>
<span class="n">tokenizer</span> <span class="o">=</span> <span class="n">AutoTokenizer</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s2">"bert-base-cased-finetuned-mrpc"</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">AutoModelForSequenceClassification</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s2">"bert-base-cased-finetuned-mrpc"</span><span class="p">,</span> <span class="n">return_dict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="c1"># Setup some example inputs</span>
<span class="n">sequence_0</span> <span class="o">=</span> <span class="s2">"The company HuggingFace is based in New York City"</span>
<span class="n">sequence_1</span> <span class="o">=</span> <span class="s2">"Apples are especially bad for your health"</span>
<span class="n">sequence_2</span> <span class="o">=</span> <span class="s2">"HuggingFace's headquarters are situated in Manhattan"</span>
<span class="n">max_length</span><span class="o">=</span><span class="mi">128</span>
<span class="n">paraphrase</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">encode_plus</span><span class="p">(</span><span class="n">sequence_0</span><span class="p">,</span> <span class="n">sequence_2</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s1">'max_length'</span><span class="p">,</span> <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">"pt"</span><span class="p">)</span>
<span class="n">not_paraphrase</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">encode_plus</span><span class="p">(</span><span class="n">sequence_0</span><span class="p">,</span> <span class="n">sequence_1</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s1">'max_length'</span><span class="p">,</span> <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">"pt"</span><span class="p">)</span>
<span class="c1"># Run the original PyTorch model on compilation exaple</span>
<span class="n">paraphrase_classification_logits</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="o">**</span><span class="n">paraphrase</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="c1"># Convert example inputs to a format that is compatible with TorchScript tracing</span>
<span class="n">example_inputs_paraphrase</span> <span class="o">=</span> <span class="n">paraphrase</span><span class="p">[</span><span class="s1">'input_ids'</span><span class="p">],</span> <span class="n">paraphrase</span><span class="p">[</span><span class="s1">'attention_mask'</span><span class="p">],</span> <span class="n">paraphrase</span><span class="p">[</span><span class="s1">'token_type_ids'</span><span class="p">]</span>
<span class="n">example_inputs_not_paraphrase</span> <span class="o">=</span> <span class="n">not_paraphrase</span><span class="p">[</span><span class="s1">'input_ids'</span><span class="p">],</span> <span class="n">not_paraphrase</span><span class="p">[</span><span class="s1">'attention_mask'</span><span class="p">],</span> <span class="n">not_paraphrase</span><span class="p">[</span><span class="s1">'token_type_ids'</span><span class="p">]</span>
<span class="c1"># Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs_paraphrase</span><span class="p">)</span>
<span class="c1"># Verify the TorchScript works on both example inputs</span>
<span class="n">paraphrase_classification_logits_neuron</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="o">*</span><span class="n">example_inputs_paraphrase</span><span class="p">)</span>
<span class="n">not_paraphrase_classification_logits_neuron</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="o">*</span><span class="n">example_inputs_not_paraphrase</span><span class="p">)</span>
<span class="c1"># Save the TorchScript for later use</span>
<span class="n">model_neuron</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">'bert_neuron.pt'</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>You may inspect <code class="docutils literal notranslate"><span class="pre">model_neuron.graph</span></code> to see which part is running on CPU versus running on the accelerator. All native <code class="docutils literal notranslate"><span class="pre">aten</span></code> operators in the graph will be running on CPU.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">model_neuron</span><span class="o">.</span><span class="n">graph</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Deploy-the-AWS-Neuron-optimized-TorchScript">
<h2>Deploy the AWS Neuron optimized TorchScript<a class="headerlink" href="#Deploy-the-AWS-Neuron-optimized-TorchScript" title="Permalink to this headline">#</a></h2>
<p>To deploy the AWS Neuron optimized TorchScript, you may choose to load the saved TorchScript from disk and skip the slow compilation.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Load TorchScript back</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">'bert_neuron.pt'</span><span class="p">)</span>
<span class="c1"># Verify the TorchScript works on both example inputs</span>
<span class="n">paraphrase_classification_logits_neuron</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="o">*</span><span class="n">example_inputs_paraphrase</span><span class="p">)</span>
<span class="n">not_paraphrase_classification_logits_neuron</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="o">*</span><span class="n">example_inputs_not_paraphrase</span><span class="p">)</span>
<span class="n">classes</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'not paraphrase'</span><span class="p">,</span> <span class="s1">'paraphrase'</span><span class="p">]</span>
<span class="n">paraphrase_prediction</span> <span class="o">=</span> <span class="n">paraphrase_classification_logits_neuron</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">argmax</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
<span class="n">not_paraphrase_prediction</span> <span class="o">=</span> <span class="n">not_paraphrase_classification_logits_neuron</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">argmax</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'BERT says that "</span><span class="si">{}</span><span class="s1">" and "</span><span class="si">{}</span><span class="s1">" are </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sequence_0</span><span class="p">,</span> <span class="n">sequence_2</span><span class="p">,</span> <span class="n">classes</span><span class="p">[</span><span class="n">paraphrase_prediction</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'BERT says that "</span><span class="si">{}</span><span class="s1">" and "</span><span class="si">{}</span><span class="s1">" are </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sequence_0</span><span class="p">,</span> <span class="n">sequence_1</span><span class="p">,</span> <span class="n">classes</span><span class="p">[</span><span class="n">not_paraphrase_prediction</span><span class="p">]))</span>
</pre></div>
</div>
</div>
<p>Now let’s run the model in parallel on four cores</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_input_with_padding</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">):</span>
<span class="c1">## Reformulate the batch into three batch tensors - default batch size batches the outer dimension</span>
<span class="n">encoded</span> <span class="o">=</span> <span class="n">batch</span><span class="p">[</span><span class="s1">'encoded'</span><span class="p">]</span>
<span class="n">inputs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">encoded</span><span class="p">[</span><span class="s1">'input_ids'</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">attention</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">encoded</span><span class="p">[</span><span class="s1">'attention_mask'</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">token_type</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">encoded</span><span class="p">[</span><span class="s1">'token_type_ids'</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">quality</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">batch</span><span class="p">[</span><span class="s1">'quality'</span><span class="p">]))</span>
<span class="k">if</span> <span class="n">inputs</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> <span class="o">!=</span> <span class="n">batch_size</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Input size = </span><span class="si">{}</span><span class="s2"> - padding"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">inputs</span><span class="o">.</span><span class="n">size</span><span class="p">()))</span>
<span class="n">remainder</span> <span class="o">=</span> <span class="n">batch_size</span> <span class="o">-</span> <span class="n">inputs</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">zeros</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span> <span class="p">[</span><span class="n">remainder</span><span class="p">,</span> <span class="n">max_length</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span> <span class="p">)</span>
<span class="n">inputs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span> <span class="p">[</span><span class="n">inputs</span><span class="p">,</span> <span class="n">zeros</span><span class="p">]</span> <span class="p">)</span>
<span class="n">attention</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span> <span class="p">[</span><span class="n">attention</span><span class="p">,</span> <span class="n">zeros</span><span class="p">]</span> <span class="p">)</span>
<span class="n">token_type</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span> <span class="p">[</span><span class="n">token_type</span><span class="p">,</span> <span class="n">zeros</span><span class="p">]</span> <span class="p">)</span>
<span class="k">assert</span><span class="p">(</span><span class="n">inputs</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">batch_size</span> <span class="ow">and</span> <span class="n">inputs</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">max_length</span><span class="p">)</span>
<span class="k">assert</span><span class="p">(</span><span class="n">attention</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">batch_size</span> <span class="ow">and</span> <span class="n">attention</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">max_length</span><span class="p">)</span>
<span class="k">assert</span><span class="p">(</span><span class="n">token_type</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">batch_size</span> <span class="ow">and</span> <span class="n">token_type</span><span class="o">.</span><span class="n">size</span><span class="p">()[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">max_length</span><span class="p">)</span>
<span class="k">return</span> <span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">attention</span><span class="p">,</span> <span class="n">token_type</span><span class="p">),</span> <span class="n">quality</span>
<span class="k">def</span> <span class="nf">count</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="n">quality</span><span class="p">):</span>
<span class="k">assert</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="o">>=</span> <span class="nb">len</span><span class="p">(</span><span class="n">quality</span><span class="p">)</span>
<span class="n">correct_count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">count</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">quality</span><span class="p">)</span>
<span class="n">batch_predictions</span> <span class="o">=</span> <span class="p">[</span> <span class="n">row</span><span class="o">.</span><span class="n">argmax</span><span class="p">()</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">output</span> <span class="p">]</span>
<span class="k">for</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">batch_predictions</span><span class="p">,</span> <span class="n">quality</span><span class="p">):</span>
<span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="o">==</span><span class="nb">int</span><span class="p">(</span><span class="n">b</span><span class="p">):</span>
<span class="n">correct_count</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">return</span> <span class="n">correct_count</span><span class="p">,</span> <span class="n">count</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Data-parallel-inference">
<h2>Data parallel inference<a class="headerlink" href="#Data-parallel-inference" title="Permalink to this headline">#</a></h2>
<p>In the below cell, we use the data parallel approach for inference. In this approach, we load multiple models, all of them running in parallel. Each model is loaded onto a single NeuronCore. In the below implementation, we launch 16 models, thereby utilizing all the 16 cores on an inf1.6xlarge.</p>
<blockquote>
<div><p>Note: Now if you try to decrease the num_cores in the above cells, please restart the notebook and run <code class="docutils literal notranslate"><span class="pre">!sudo</span> <span class="pre">rmmod</span> <span class="pre">neuron;</span> <span class="pre">sudo</span> <span class="pre">modprobe</span> <span class="pre">neuron</span></code> step in cell 2 to clear the Neuron cores.</p>
</div></blockquote>
<p>Since, we can run more than 1 model concurrently, the throughput for the system goes up. To achieve maximum gain in throughput, we need to efficiently feed the models so as to keep them busy at all times. In the below setup, this is done by using a producer-consumer model. We maintain a common python queue shared across all the models. The common queue enables feeding data continuously to the models.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">parallel</span> <span class="kn">import</span> <span class="n">NeuronSimpleDataParallel</span>
<span class="kn">from</span> <span class="nn">bert_benchmark_utils</span> <span class="kn">import</span> <span class="n">BertTestDataset</span><span class="p">,</span> <span class="n">BertResults</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">functools</span>
<span class="n">max_length</span> <span class="o">=</span> <span class="mi">128</span>
<span class="n">num_cores</span> <span class="o">=</span> <span class="mi">16</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">tsv_file</span><span class="o">=</span><span class="s2">"glue_mrpc_dev.tsv"</span>
<span class="n">data_set</span> <span class="o">=</span> <span class="n">BertTestDataset</span><span class="p">(</span> <span class="n">tsv_file</span><span class="o">=</span><span class="n">tsv_file</span><span class="p">,</span> <span class="n">tokenizer</span><span class="o">=</span><span class="n">tokenizer</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span> <span class="p">)</span>
<span class="n">data_loader</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1">#Result aggregation class (code in bert_benchmark_utils.py)</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">BertResults</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_cores</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">result_handler</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="n">result_id</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">input_dict</span><span class="p">):</span>
<span class="n">correct_count</span><span class="p">,</span> <span class="n">inference_count</span> <span class="o">=</span> <span class="n">count</span><span class="p">(</span><span class="n">output</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">input_dict</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">result_id</span><span class="p">))</span>
<span class="n">elapsed</span> <span class="o">=</span> <span class="n">end</span> <span class="o">-</span> <span class="n">start</span>
<span class="n">results</span><span class="o">.</span><span class="n">add_result</span><span class="p">(</span><span class="n">correct_count</span><span class="p">,</span> <span class="n">inference_count</span><span class="p">,</span> <span class="p">[</span><span class="n">elapsed</span><span class="p">],</span> <span class="p">[</span><span class="n">end</span><span class="p">],</span> <span class="p">[</span><span class="n">start</span><span class="p">])</span>
<span class="n">parallel_neuron_model</span> <span class="o">=</span> <span class="n">NeuronSimpleDataParallel</span><span class="p">(</span><span class="s1">'bert_neuron.pt'</span><span class="p">,</span> <span class="n">num_cores</span><span class="p">)</span>
<span class="c1">#Starting the inference threads</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">start_continuous_inference</span><span class="p">()</span>
<span class="c1"># Warm up the cores</span>
<span class="n">z</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span> <span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span> <span class="p">)</span>
<span class="n">batch</span> <span class="o">=</span> <span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">z</span><span class="p">,</span> <span class="n">z</span><span class="p">)</span>
<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_cores</span><span class="o">*</span><span class="mi">4</span><span class="p">):</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
<span class="n">input_dict</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">input_id</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">):</span>
<span class="k">for</span> <span class="n">batch</span> <span class="ow">in</span> <span class="n">data_loader</span><span class="p">:</span>
<span class="n">batch</span><span class="p">,</span> <span class="n">quality</span> <span class="o">=</span> <span class="n">get_input_with_padding</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">)</span>
<span class="n">input_dict</span><span class="p">[</span><span class="n">input_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">quality</span>
<span class="n">callback_fn</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">partial</span><span class="p">(</span><span class="n">result_handler</span><span class="p">,</span> <span class="n">input_dict</span><span class="o">=</span><span class="n">input_dict</span><span class="p">)</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">input_id</span><span class="p">,</span> <span class="n">callback_fn</span><span class="p">)</span>
<span class="n">input_id</span><span class="o">+=</span><span class="mi">1</span>
<span class="c1"># Stop inference</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"benchmark.txt"</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">report</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">window_size</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"benchmark.txt"</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>Now recompile with a larger batch size of six sentence pairs</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">batch_size</span> <span class="o">=</span> <span class="mi">6</span>
<span class="n">example_inputs_paraphrase</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">paraphrase</span><span class="p">[</span><span class="s1">'input_ids'</span><span class="p">]]</span> <span class="o">*</span> <span class="n">batch_size</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
<span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">paraphrase</span><span class="p">[</span><span class="s1">'attention_mask'</span><span class="p">]]</span> <span class="o">*</span> <span class="n">batch_size</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span>
<span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">paraphrase</span><span class="p">[</span><span class="s1">'token_type_ids'</span><span class="p">]]</span> <span class="o">*</span> <span class="n">batch_size</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
<span class="p">)</span>
<span class="c1"># Run torch.neuron.trace to generate a TorchScript that is optimized by AWS Neuron</span>
<span class="n">model_neuron_batch</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs_paraphrase</span><span class="p">)</span>
<span class="c1">## Save the batched model</span>
<span class="n">model_neuron_batch</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">'bert_neuron_b</span><span class="si">{}</span><span class="s1">.pt'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">))</span>
</pre></div>
</div>
</div>
<p>Rerun inference with batch 6</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">parallel</span> <span class="kn">import</span> <span class="n">NeuronSimpleDataParallel</span>
<span class="kn">from</span> <span class="nn">bert_benchmark_utils</span> <span class="kn">import</span> <span class="n">BertTestDataset</span><span class="p">,</span> <span class="n">BertResults</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">functools</span>
<span class="n">max_length</span> <span class="o">=</span> <span class="mi">128</span>
<span class="n">num_cores</span> <span class="o">=</span> <span class="mi">16</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">6</span>
<span class="n">data_set</span> <span class="o">=</span> <span class="n">BertTestDataset</span><span class="p">(</span> <span class="n">tsv_file</span><span class="o">=</span><span class="n">tsv_file</span><span class="p">,</span> <span class="n">tokenizer</span><span class="o">=</span><span class="n">tokenizer</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="n">max_length</span> <span class="p">)</span>
<span class="n">data_loader</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1">#Result aggregation class (code in bert_benchmark_utils.py)</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">BertResults</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_cores</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">result_handler</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="n">result_id</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">input_dict</span><span class="p">):</span>
<span class="n">correct_count</span><span class="p">,</span> <span class="n">inference_count</span> <span class="o">=</span> <span class="n">count</span><span class="p">(</span><span class="n">output</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">input_dict</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">result_id</span><span class="p">))</span>
<span class="n">elapsed</span> <span class="o">=</span> <span class="n">end</span> <span class="o">-</span> <span class="n">start</span>
<span class="n">results</span><span class="o">.</span><span class="n">add_result</span><span class="p">(</span><span class="n">correct_count</span><span class="p">,</span> <span class="n">inference_count</span><span class="p">,</span> <span class="p">[</span><span class="n">elapsed</span><span class="p">],</span> <span class="p">[</span><span class="n">end</span><span class="p">],</span> <span class="p">[</span><span class="n">start</span><span class="p">])</span>
<span class="n">parallel_neuron_model</span> <span class="o">=</span> <span class="n">NeuronSimpleDataParallel</span><span class="p">(</span><span class="s1">'bert_neuron_b</span><span class="si">{}</span><span class="s1">.pt'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">),</span> <span class="n">num_cores</span><span class="p">)</span>
<span class="c1">#Starting the inference threads</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">start_continuous_inference</span><span class="p">()</span>
<span class="c1"># Adding to the input queue to warm all cores</span>
<span class="n">z</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span> <span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span> <span class="p">)</span>
<span class="n">batch</span> <span class="o">=</span> <span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">z</span><span class="p">,</span> <span class="n">z</span><span class="p">)</span>
<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_cores</span><span class="o">*</span><span class="mi">4</span><span class="p">):</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
<span class="n">input_dict</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">input_id</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">):</span>
<span class="k">for</span> <span class="n">batch</span> <span class="ow">in</span> <span class="n">data_loader</span><span class="p">:</span>
<span class="n">batch</span><span class="p">,</span> <span class="n">quality</span> <span class="o">=</span> <span class="n">get_input_with_padding</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">max_length</span><span class="p">)</span>
<span class="n">input_dict</span><span class="p">[</span><span class="n">input_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">quality</span>
<span class="n">callback_fn</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">partial</span><span class="p">(</span><span class="n">result_handler</span><span class="p">,</span> <span class="n">input_dict</span><span class="o">=</span><span class="n">input_dict</span><span class="p">)</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">input_id</span><span class="p">,</span> <span class="n">callback_fn</span><span class="p">)</span>
<span class="n">input_id</span><span class="o">+=</span><span class="mi">1</span>
<span class="c1"># Stop inference</span>
<span class="n">parallel_neuron_model</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"benchmark_b</span><span class="si">{}</span><span class="s2">.txt"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">),</span> <span class="s2">"w"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="n">results</span><span class="o">.</span><span class="n">report</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">window_size</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"benchmark_b</span><span class="si">{}</span><span class="s2">.txt"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">),</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
<br></pre></div>
</div>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
<a class="left-prev" id="prev-link" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html" title="previous page">
<i class="fas fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">Natural Language Processing (NLP) Tutorials (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</p>
</div>
</a>
<a class="right-next" id="next-link" href="../byoc_sm_bert_tutorial/sagemaker_container_neuron.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Deploy a pretrained PyTorch BERT model from HuggingFace on Amazon SageMaker with Neuron container</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:43.037Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.rst.txt
|
```
.. _torch-neuronx-dataparallel-app-note:
Data Parallel Inference on torch_neuronx
=======================================
.. contents:: Table of Contents
:local:
:depth: 2
Introduction
------------
This guide introduces :func:`torch_neuronx.DataParallel`, a Python API that
implements data parallelism on :class:`~torch.jit.ScriptModule` models created by the
:ref:`torch_neuronx_trace_api`.
The following sections explain how data parallelism can improve the performance of
inference workloads on Inferentia, including how :func:`torch_neuronx.DataParallel`
uses dynamic batching to run inference on variable input sizes. It covers an
overview of the :func:`torch_neuronx.DataParallel` module and provides a few
:ref:`example data parallel applications <data_parallel_examples_torch_neuronx>`.
Data parallel inference
-------------------------
Data Parallelism is a form of parallelization across multiple devices or cores,
referred to as nodes. Each node contains the same model and parameters, but
data is distributed across the different nodes. By distributing the
data across multiple nodes, data parallelism reduces the total
execution time of large batch size inputs compared to sequential execution.
Data parallelism works best for smaller models in latency sensitive
applications that have large batch size requirements.
torch_neuronx.DataParallel
-------------------------
To fully leverage the Inferentia hardware, we want to use all available
NeuronCores. An inf2.xlarge and inf2.8xlarge have two NeuronCores, an
inf2.24xlarge has 12 NeuronCores, and an inf2.48xlarge has 24 NeuronCores.
For maximum performance on Inferentia hardware, we can use
:func:`torch_neuronx.DataParallel` to utilize all available NeuronCores.
:func:`torch_neuronx.DataParallel` implements data parallelism at the module
level by replicating the Neuron model on all available NeuronCores
and distributing data across the different cores for parallelized inference.
This function is analogous to :class:`~torch.nn.DataParallel` in PyTorch.
:func:`torch_neuronx.DataParallel` requires PyTorch >= 1.8.
The following sections provide an overview of some of the features
of :func:`torch_neuronx.DataParallel` that enable maximum performance on
Inferentia.
NeuronCore selection
^^^^^^^^^^^^^^^^^^^^
By default, DataParallel will try to use all NeuronCores allocated to the
current process to fully saturate the Inferentia hardware for maximum performance.
It is more efficient to make the batch dimension divisible by the number of
NeuronCores. This will ensure that NeuronCores are not left idle during
parallel inference and the Inferentia hardware is fully utilized.
In some applications, it is advantageous to use a subset of the
available NeuronCores for DataParallel inference. DataParallel has a
``device_ids`` argument that accepts a list of :obj:`int` or ``'nc:#'``
that specify the NeuronCores to use for parallelization. See
:ref:`Specifying NeuronCores <dataparallel_example_specify_ncs_torch_neuronx>`
for an example of how to use ``device_ids`` argument.
Batch dim
^^^^^^^^^
DataParallel accepts a ``dim`` argument that denotes the batch dimension used
to split the input data for distributed inference. By default,
DataParalell splits the inputs on ``dim = 0`` if the ``dim`` argument is not
specified. For applications with a non-zero batch dim, the ``dim`` argument
can be used to specify the inference-time input batch dimension.
:ref:`DataParallel with dim ! = 0 <dataparallel_example_dim_neq_zero_torch_neuronx>` provides an
example of data parallel inference on inputs with batch dim = 2.
.. _dynamic_batching_description_torch_neuronx:
Dynamic batching
^^^^^^^^^^^^^^^^
Batch size has a direct impact on model performance. The Inferentia chip is optimized
to run with small batch sizes. This means that a Neuron compiled model can outperform
a GPU model, even if running single digit batch sizes.
As a general best practice, we recommend optimizing your model's throughput by
compiling the model with a small batch size and gradually increasing it to
find the peak throughput on Inferentia.
Dynamic batching is a feature that allows you to use tensor batch sizes that the
Neuron model was not originally compiled against. This is necessary because the
underlying Inferentia hardware will always execute inferences with the batch
size used during compilation. Fixed batch size execution allows tuning the
input batch size for optimal performance. For example, batch size 1 may be
best suited for an ultra-low latency on-demand inference application, while
batch size > 1 can be used to maximize throughput for offline inferencing.
Dynamic batching is implemented by slicing large input tensors into chunks
that match the batch size used during the :func:`torch_neuronx.trace` compilation call.
The :func:`torch_neuronx.DataParallel` class automatically enables dynamic batching on
eligible models. This allows us to run inference in applications that have
inputs with a variable batch size without needing to recompile the model. See
:ref:`Dynamic batching <dataparallel_example_dynamic_batching_torch_neuronx>` for an example
of how DataParallel can be used to run inference on inputs with a dynamic batch
size without needing to recompile the model.
Dynamic batching using small batch sizes can result in sub-optimal throughput
because it involves slicing tensors into chunks and iteratively sending data
to the hardware. Using a larger batch size at compilation time can use the
Inferentia hardware more efficiently in order to maximize throughput. You can
test the tradeoff between individual request latency and total throughput by
fine-tuning the input batch size.
Automatic batching in the DataParallel module can be disabled using the
``disable_dynamic_batching()`` function as follows:
.. code-block:: python
>>> model_parallel = torch_neuronx.DataParallel(model_neuron)
>>> model_parallel.disable_dynamic_batching()
If dynamic batching is disabled, the compile-time batch size must be equal to
the inference-time batch size divided by the number of NeuronCores.
:ref:`DataParallel with dim != 0 <dataparallel_example_dim_neq_zero_torch_neuronx>` and
:ref:`Dynamic batching disabled <dataparallel_example_disable_dynamic_batching_torch_neuronx>`
provide examples of running DataParallel inference with dynamic batching
disabled.
Performance optimizations
^^^^^^^^^^^^^^^^^^^^^^^^^
The DataParallel module has a ``num_workers`` attribute that can be used to
specify the number of worker threads used for multithreaded inference. By
default, ``num_workers = 2 * number of NeuronCores``. This value can be
fine tuned to optimize DataParallel performance.
DataParallel has a ``split_size`` attribute that dictates the size of the input
chunks that are distributed to each NeuronCore. By default,
``split_size = max(1, input.shape[dim] // number of NeuronCores)``. This value
can be modified to optimally match the inference input chunk size with the
compile-time batch size.
.. _data_parallel_examples_torch_neuronx:
Examples
--------
The following sections provide example usages of the
:func:`torch_neuronx.DataParallel` module.
.. _dataparallel_example_default_torch_neuronx:
Default usage
^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-default.rst
.. _dataparallel_example_specify_ncs_torch_neuronx:
Specifying NeuronCores
^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-specify-ncs.rst
.. _dataparallel_example_dim_neq_zero_torch_neuronx:
DataParallel with dim != 0
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dim-neq-zero.rst
.. _dataparallel_example_dynamic_batching_torch_neuronx:
Dynamic batching
^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dynamic-batching.rst
.. _dataparallel_example_disable_dynamic_batching_torch_neuronx:
Dynamic batching disabled
^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-disable-dynamic-batching.rst
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch-neuronx-dataparallel-app-note:
Data Parallel Inference on torch_neuronx
=======================================
.. contents:: Table of Contents
:local:
:depth: 2
Introduction
------------
This guide introduces :func:`torch_neuronx.DataParallel`, a Python API that
implements data parallelism on :class:`~torch.jit.ScriptModule` models created by the
:ref:`torch_neuronx_trace_api`.
The following sections explain how data parallelism can improve the performance of
inference workloads on Inferentia, including how :func:`torch_neuronx.DataParallel`
uses dynamic batching to run inference on variable input sizes. It covers an
overview of the :func:`torch_neuronx.DataParallel` module and provides a few
:ref:`example data parallel applications <data_parallel_examples_torch_neuronx>`.
Data parallel inference
-------------------------
Data Parallelism is a form of parallelization across multiple devices or cores,
referred to as nodes. Each node contains the same model and parameters, but
data is distributed across the different nodes. By distributing the
data across multiple nodes, data parallelism reduces the total
execution time of large batch size inputs compared to sequential execution.
Data parallelism works best for smaller models in latency sensitive
applications that have large batch size requirements.
torch_neuronx.DataParallel
-------------------------
To fully leverage the Inferentia hardware, we want to use all available
NeuronCores. An inf2.xlarge and inf2.8xlarge have two NeuronCores, an
inf2.24xlarge has 12 NeuronCores, and an inf2.48xlarge has 24 NeuronCores.
For maximum performance on Inferentia hardware, we can use
:func:`torch_neuronx.DataParallel` to utilize all available NeuronCores.
:func:`torch_neuronx.DataParallel` implements data parallelism at the module
level by replicating the Neuron model on all available NeuronCores
and distributing data across the different cores for parallelized inference.
This function is analogous to :class:`~torch.nn.DataParallel` in PyTorch.
:func:`torch_neuronx.DataParallel` requires PyTorch >= 1.8.
The following sections provide an overview of some of the features
of :func:`torch_neuronx.DataParallel` that enable maximum performance on
Inferentia.
NeuronCore selection
^^^^^^^^^^^^^^^^^^^^
By default, DataParallel will try to use all NeuronCores allocated to the
current process to fully saturate the Inferentia hardware for maximum performance.
It is more efficient to make the batch dimension divisible by the number of
NeuronCores. This will ensure that NeuronCores are not left idle during
parallel inference and the Inferentia hardware is fully utilized.
In some applications, it is advantageous to use a subset of the
available NeuronCores for DataParallel inference. DataParallel has a
``device_ids`` argument that accepts a list of :obj:`int` or ``'nc:#'``
that specify the NeuronCores to use for parallelization. See
:ref:`Specifying NeuronCores <dataparallel_example_specify_ncs_torch_neuronx>`
for an example of how to use ``device_ids`` argument.
Batch dim
^^^^^^^^^
DataParallel accepts a ``dim`` argument that denotes the batch dimension used
to split the input data for distributed inference. By default,
DataParalell splits the inputs on ``dim = 0`` if the ``dim`` argument is not
specified. For applications with a non-zero batch dim, the ``dim`` argument
can be used to specify the inference-time input batch dimension.
:ref:`DataParallel with dim ! = 0 <dataparallel_example_dim_neq_zero_torch_neuronx>` provides an
example of data parallel inference on inputs with batch dim = 2.
.. _dynamic_batching_description_torch_neuronx:
Dynamic batching
^^^^^^^^^^^^^^^^
Batch size has a direct impact on model performance. The Inferentia chip is optimized
to run with small batch sizes. This means that a Neuron compiled model can outperform
a GPU model, even if running single digit batch sizes.
As a general best practice, we recommend optimizing your model's throughput by
compiling the model with a small batch size and gradually increasing it to
find the peak throughput on Inferentia.
Dynamic batching is a feature that allows you to use tensor batch sizes that the
Neuron model was not originally compiled against. This is necessary because the
underlying Inferentia hardware will always execute inferences with the batch
size used during compilation. Fixed batch size execution allows tuning the
input batch size for optimal performance. For example, batch size 1 may be
best suited for an ultra-low latency on-demand inference application, while
batch size > 1 can be used to maximize throughput for offline inferencing.
Dynamic batching is implemented by slicing large input tensors into chunks
that match the batch size used during the :func:`torch_neuronx.trace` compilation call.
The :func:`torch_neuronx.DataParallel` class automatically enables dynamic batching on
eligible models. This allows us to run inference in applications that have
inputs with a variable batch size without needing to recompile the model. See
:ref:`Dynamic batching <dataparallel_example_dynamic_batching_torch_neuronx>` for an example
of how DataParallel can be used to run inference on inputs with a dynamic batch
size without needing to recompile the model.
Dynamic batching using small batch sizes can result in sub-optimal throughput
because it involves slicing tensors into chunks and iteratively sending data
to the hardware. Using a larger batch size at compilation time can use the
Inferentia hardware more efficiently in order to maximize throughput. You can
test the tradeoff between individual request latency and total throughput by
fine-tuning the input batch size.
Automatic batching in the DataParallel module can be disabled using the
``disable_dynamic_batching()`` function as follows:
.. code-block:: python
>>> model_parallel = torch_neuronx.DataParallel(model_neuron)
>>> model_parallel.disable_dynamic_batching()
If dynamic batching is disabled, the compile-time batch size must be equal to
the inference-time batch size divided by the number of NeuronCores.
:ref:`DataParallel with dim != 0 <dataparallel_example_dim_neq_zero_torch_neuronx>` and
:ref:`Dynamic batching disabled <dataparallel_example_disable_dynamic_batching_torch_neuronx>`
provide examples of running DataParallel inference with dynamic batching
disabled.
Performance optimizations
^^^^^^^^^^^^^^^^^^^^^^^^^
The DataParallel module has a ``num_workers`` attribute that can be used to
specify the number of worker threads used for multithreaded inference. By
default, ``num_workers = 2 * number of NeuronCores``. This value can be
fine tuned to optimize DataParallel performance.
DataParallel has a ``split_size`` attribute that dictates the size of the input
chunks that are distributed to each NeuronCore. By default,
``split_size = max(1, input.shape[dim] // number of NeuronCores)``. This value
can be modified to optimally match the inference input chunk size with the
compile-time batch size.
.. _data_parallel_examples_torch_neuronx:
Examples
--------
The following sections provide example usages of the
:func:`torch_neuronx.DataParallel` module.
.. _dataparallel_example_default_torch_neuronx:
Default usage
^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-default.rst
.. _dataparallel_example_specify_ncs_torch_neuronx:
Specifying NeuronCores
^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-specify-ncs.rst
.. _dataparallel_example_dim_neq_zero_torch_neuronx:
DataParallel with dim != 0
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dim-neq-zero.rst
.. _dataparallel_example_dynamic_batching_torch_neuronx:
Dynamic batching
^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-dynamic-batching.rst
.. _dataparallel_example_disable_dynamic_batching_torch_neuronx:
Dynamic batching disabled
^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /frameworks/torch/torch-neuronx/torch-neuronx-dataparallel-example-disable-dynamic-batching.rst
</pre></body></html>
|
2023-09-29T20:54:43.072Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.rst.txt
|
```
Misc (``torch-neuronx``)
========================
.. toctree::
:maxdepth: 1
:hidden:
/release-notes/torch/torch-neuronx/index
.. include:: /frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Misc (``torch-neuronx``)
========================
.. toctree::
:maxdepth: 1
:hidden:
/release-notes/torch/torch-neuronx/index
.. include:: /frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.txt
</pre></body></html>
|
2023-09-29T20:54:43.144Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/inference-torch-neuron.rst.txt
|
```
.. _inference-torch-neuron:
Inference with ``torch-neuron`` (Inf1)
======================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron>
Additional Examples </frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron>
API Reference Guide </frameworks/torch/torch-neuron/api-reference-guide-torch-neuron>
Developer Guide </frameworks/torch/torch-neuron/developer-guide-torch-neuron>
Misc </frameworks/torch/torch-neuron/misc-inference-torch-neuron>
.. include:: inference-torch-neuron.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _inference-torch-neuron:
Inference with ``torch-neuron`` (Inf1)
======================================
.. toctree::
:maxdepth: 1
:hidden:
Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron>
Additional Examples </frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron>
API Reference Guide </frameworks/torch/torch-neuron/api-reference-guide-torch-neuron>
Developer Guide </frameworks/torch/torch-neuron/developer-guide-torch-neuron>
Misc </frameworks/torch/torch-neuron/misc-inference-torch-neuron>
.. include:: inference-torch-neuron.txt
</pre></body></html>
|
2023-09-29T20:54:43.165Z
|
|
NeuronCore-v2 Architecture — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch
|
# NeuronCore-v2 Architecture — AWS Neuron Documentation
## NeuronCore-v2 Architecture[#](#neuroncore-v2-architecture "Permalink to this headline")
NeuronCore-v2 is the second generation of the NeuronCore engine, powering the Trainium NeuronDevices. Each NeuronCore-v2 is a fully-independent heterogenous compute-unit, with 4 main engines (Tensor/Vector/Scalar/GPSIMD Engines), and on-chip software-managed SRAM memory, for maximizing data locality (compiler managed, for maximum data locality and optimized data prefetch).
Just like in NeuronCore-v1, The ScalarEngine is optimized for scalar-computations, in which every element of the output is dependent on one element of the input. The ScalarEngine is highly parallelized, and can perform 1,600 floating point operations per cycle (3x speedup relative to NeuronCore-v1). The NeuronCore-v2 ScalarEngine can handle various data-types, including cFP8, FP16, BF16, TF32, FP32, INT8, INT16 and INT32.
The VectorEngine is optimized for vector-computations, in which every element of the output is dependent on multiple input elements. Examples include ‘axpy’ operations (Z=aX+Y), Layer Normalization, Pooling operations, and many more. The VectorEngine is also highly parallelized, and can perform 2,500 floating points operations per cycle (10x speedup vs NeuronCore-v1). The NeuronCore-v2 VectorEngine can handle various data-types, including cFP8, FP16, BF16, TF32, FP32, INT8, INT16 and INT32.
The TensorEngine is based on a power-optimized systolic-array which is highly optimized for tensor computations (e.g. GEMM, CONV, Reshape, Transpose), and supports mixed-precision computations (cFP8 / FP16 / BF16 / TF32 / FP32 / INT8 inputs, FP32 / INT32 outputs). Each NeuronCore-v2 TensorEngine delivers over 100 TFLOPS of FP16/BF16 tensor computations (a 6x speedup from NeuronCore-v1).
NeuronCore-v2 also introduces a new engine, called GPSIMD-Engine. This engine consists of 8 fully programmable 512-bit wide general-purpose processors, which can execute straight-line C-code, and have direct access to the other NeuronCore-v2 engines, as well as the embedded on-chip SRAM memory. With these cores, customers can implement custom-operators and execute them directly on the NeuronCore engines.
NeuronCore-v2 also adds support for control-flow, dynamic-shapes, and programmable [rounding mode](../neuron-features/rounding-modes.html#neuron-rounding-modes) (RNE & Stochastic-rounding).
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronCore-v2 Architecture — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/neuron-core-v2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/neuron-core-v2.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v2.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/neuron-core-v2.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/neuron-core-v2.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/neuron-core-v2.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/neuron-core-v2.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/neuron-core-v2.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/neuron-core-v2.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/neuron-core-v2.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/neuron-core-v2.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/neuron-core-v2.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/neuron-core-v2.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/neuron-core-v2.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/neuron-core-v2.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/neuron-core-v2.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/neuron-core-v2.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/neuron-core-v2.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/neuron-core-v2.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/neuron-core-v2.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/neuron-core-v2.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/neuron-core-v2.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/neuron-core-v2.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/arch/neuron-hardware/neuron-core-v2.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>NeuronCore-v2 Architecture</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuroncore-v2-architecture">
<span id="neuroncores-v2-arch"></span><h1>NeuronCore-v2 Architecture<a class="headerlink" href="#neuroncore-v2-architecture" title="Permalink to this headline">#</a></h1>
<p>NeuronCore-v2 is the second generation of the NeuronCore engine,
powering the Trainium NeuronDevices. Each NeuronCore-v2 is a
fully-independent heterogenous compute-unit, with 4 main engines
(Tensor/Vector/Scalar/GPSIMD Engines), and on-chip
software-managed SRAM memory, for maximizing data locality (compiler
managed, for maximum data locality and optimized data prefetch).</p>
<img alt="../../../_images/nc-v2.png" src="../../../_images/nc-v2.png">
<p>Just like in NeuronCore-v1, The ScalarEngine is optimized for
scalar-computations, in which every element of the output is dependent
on one element of the input. The ScalarEngine is highly parallelized,
and can perform 1,600 floating point operations per cycle (3x speedup
relative to NeuronCore-v1). The NeuronCore-v2 ScalarEngine can handle
various data-types, including cFP8, FP16, BF16, TF32, FP32, INT8, INT16
and INT32.</p>
<p>The VectorEngine is optimized for vector-computations, in
which every element of the output is dependent on multiple input
elements. Examples include ‘axpy’ operations (Z=aX+Y), Layer
Normalization, Pooling operations, and many more. The VectorEngine is
also highly parallelized, and can perform 2,500 floating points
operations per cycle (10x speedup vs NeuronCore-v1). The NeuronCore-v2
VectorEngine can handle various data-types, including cFP8, FP16, BF16,
TF32, FP32, INT8, INT16 and INT32.</p>
<p>The TensorEngine is based on a power-optimized systolic-array which is
highly optimized for tensor computations (e.g. GEMM, CONV, Reshape,
Transpose), and supports mixed-precision computations (cFP8 / FP16 /
BF16 / TF32 / FP32 / INT8 inputs, FP32 / INT32 outputs). Each
NeuronCore-v2 TensorEngine delivers over 100 TFLOPS of FP16/BF16 tensor
computations (a 6x speedup from NeuronCore-v1).</p>
<p>NeuronCore-v2 also introduces a new engine, called
GPSIMD-Engine. This engine consists of 8 fully programmable 512-bit wide
general-purpose processors, which can execute straight-line C-code, and
have direct access to the other NeuronCore-v2 engines, as well as the
embedded on-chip SRAM memory. With these cores, customers can implement
custom-operators and execute them directly on the NeuronCore engines.</p>
<p>NeuronCore-v2 also adds support for control-flow, dynamic-shapes, and
programmable <a class="reference internal" href="../neuron-features/rounding-modes.html#neuron-rounding-modes"><span class="std std-ref">rounding mode</span></a> (RNE & Stochastic-rounding).</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:43.324Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.rst.txt
|
```
Tutorials for Inference with ``torch-neuron`` (Inf1)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Computer Vision Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision>
Natural Language Processing (NLP) Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp>
Utilizing Neuron Capabilities Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities>
.. include:: /frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Tutorials for Inference with ``torch-neuron`` (Inf1)
====================================================
.. toctree::
:maxdepth: 1
:hidden:
Computer Vision Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision>
Natural Language Processing (NLP) Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp>
Utilizing Neuron Capabilities Tutorials </frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities>
.. include:: /frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.txt</pre></body></html>
|
2023-09-29T20:54:43.467Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.rst.txt
|
```
Computer Vision Tutorials (``torch-neuron``)
============================================
* ResNet-50 tutorial :ref:`[html] </src/examples/pytorch/resnet50.ipynb>` :pytorch-neuron-src:`[notebook] <resnet50.ipynb>`
* PyTorch YOLOv4 tutorial :ref:`[html] </src/examples/pytorch/yolo_v4.ipynb>` :pytorch-neuron-src:`[notebook] <yolo_v4.ipynb>`
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Computer Vision Tutorials (``torch-neuron``)
============================================
* ResNet-50 tutorial :ref:`[html] </src/examples/pytorch/resnet50.ipynb>` :pytorch-neuron-src:`[notebook] <resnet50.ipynb>`
* PyTorch YOLOv4 tutorial :ref:`[html] </src/examples/pytorch/yolo_v4.ipynb>` :pytorch-neuron-src:`[notebook] <yolo_v4.ipynb>`
</pre></body></html>
|
2023-09-29T20:54:43.509Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.rst.txt
|
```
Utilizing Neuron Capabilities Tutorials
=======================================
* BERT TorchServe tutorial :ref:`[html] <pytorch-tutorials-torchserve>`
* NeuronCore Pipeline tutorial :ref:`[html] </src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb>` :pytorch-neuron-src:`[notebook] <pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb>`
.. toctree::
:hidden:
/neuron-guide/neuron-frameworks/pytorch-neuron/tutorials/tutorial-torchserve
/src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Utilizing Neuron Capabilities Tutorials
=======================================
* BERT TorchServe tutorial :ref:`[html] <pytorch-tutorials-torchserve>`
* NeuronCore Pipeline tutorial :ref:`[html] </src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb>` :pytorch-neuron-src:`[notebook] <pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb>`
.. toctree::
:hidden:
/neuron-guide/neuron-frameworks/pytorch-neuron/tutorials/tutorial-torchserve
/src/examples/pytorch/pipeline_tutorial/neuroncore_pipeline_pytorch.ipynb
</pre></body></html>
|
2023-09-29T20:54:43.555Z
|
|
ResNet50 model for Inferentia — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/resnet50.html
|
# ResNet50 model for Inferentia — AWS Neuron Documentation
## ResNet50 model for Inferentia[#](#ResNet50-model-for-Inferentia "Permalink to this headline")
## Introduction:[#](#Introduction: "Permalink to this headline")
In this tutorial we will compile and deploy a ResNet50 model for inference on Inferentia.
This Jupyter notebook should run on an inf1.6xlarge instance. The inference part of this tutorial requires an inf1 instance, not the compilation stage. For simplicity we will run this tutorial on an inf1.6xlarge, but in real life scenarios the compilation should be done on a compute instance and the deployment on an inf1 instance to save costs.
In this tutorial we provide three main sections:
1. Compile the ResNet50 model and infer with a batch size of 1
2. Run the same compiled model on multiple NeuronCores using `torch.neuron.DataParallel` and dynamic batching
3. Compile the ResNet50 model with a batch size of 5 and run it on multiple NeuronCores using `torch.neuron.DataParallel` for optimal performance on Inferentia
Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the [PyTorch Installation Guide](../../../frameworks/torch/torch-neuron/setup/pytorch-install.html). You can select the kernel from the “Kernel -> Change Kernel” option on the top of this Jupyter notebook page.
## Install Dependencies:[#](#Install-Dependencies: "Permalink to this headline")
This tutorial requires the following pip packages:
- `torch>=1.8`
- `torch-neuron`
- `torchvision`
- `neuron-cc[tensorflow]`
These will be installed by default when configuring your environment using the Neuron PyTorch setup guide.
## Compile model for Neuron[#](#Compile-model-for-Neuron "Permalink to this headline")
The following step will compile the ResNet50 model for Inferentia. This will take a few minutes. At the end of script execution, the compiled model is saved as `resnet50_neuron.pt` in your local directory
```
import torch
from torchvision import models, transforms, datasets
import torch_neuron
# Create an example input for compilation
image = torch.zeros([1, 3, 224, 224], dtype=torch.float32)
# Load a pretrained ResNet50 model
model = models.resnet50(pretrained=True)
# Tell the model we are using it for evaluation (not training)
model.eval()
# Analyze the model - this will show operator support and operator count
torch.neuron.analyze_model(model, example_inputs=[image])
# Compile the model using torch.neuron.trace to create a Neuron model
# that that is optimized for the Inferentia hardware
model_neuron = torch.neuron.trace(model, example_inputs=[image])
# The output of the compilation step will report the percentage of operators that
# are compiled to Neuron, for example:
#
# INFO:Neuron:The neuron partitioner created 1 sub-graphs
# INFO:Neuron:Neuron successfully compiled 1 sub-graphs, Total fused subgraphs = 1, Percent of model sub-graphs successfully compiled = 100.0%
#
# We will also be warned if there are operators that are not placed on the Inferentia hardware
# Save the compiled model
model_neuron.save("resnet50_neuron.pt")
```
## Run inference on Inferentia[#](#Run-inference-on-Inferentia "Permalink to this headline")
We can use the compiled Neuron model to run inference on Inferentia.
In the following example, we preprocess a sample image for inference using the CPU model and Neuron model. We compare the predicted labels from the CPU model and Neuron model to verify that they are the same.
Important: Do not perform inference with a Neuron traced model on a non-Neuron supported instance, as the results will not be calculated properly.
### Define a preprocessing function[#](#Define-a-preprocessing-function "Permalink to this headline")
We define a basic image preprocessing function that loads a sample image and labels, normalizes and batches the image, and transforms the image into a tensor for inference using the compiled Neuron model.
```
import json
import os
from urllib import request
# Create an image directory containing a sample image of a small kitten
os.makedirs("./torch_neuron_test/images", exist_ok=True)
request.urlretrieve("https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg",
"./torch_neuron_test/images/kitten_small.jpg")
# Fetch labels to output the top classifications
request.urlretrieve("https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json","imagenet_class_index.json")
idx2label = []
# Read the labels and create a list to hold them for classification
with open("imagenet_class_index.json", "r") as read_file:
class_idx = json.load(read_file)
idx2label = [class_idx[str(k)][1] for k in range(len(class_idx))]
```
```
import numpy as np
def preprocess(batch_size=1, num_neuron_cores=1):
# Define a normalization function using the ImageNet mean and standard deviation
normalize = transforms.Normalize(
mean=[0.485, 0.456, 0.406],
std=[0.229, 0.224, 0.225])
# Resize the sample image to [1, 3, 224, 224], normalize it, and turn it into a tensor
eval_dataset = datasets.ImageFolder(
os.path.dirname("./torch_neuron_test/"),
transforms.Compose([
transforms.Resize([224, 224]),
transforms.ToTensor(),
normalize,
])
)
image, _ = eval_dataset[0]
image = torch.tensor(image.numpy()[np.newaxis, ...])
# Create a "batched" image with enough images to go on each of the available NeuronCores
# batch_size is the per-core batch size
# num_neuron_cores is the number of NeuronCores being used
batch_image = image
for i in range(batch_size * num_neuron_cores - 1):
batch_image = torch.cat([batch_image, image], 0)
return batch_image
```
### Run inference using the Neuron model[#](#Run-inference-using-the-Neuron-model "Permalink to this headline")
We import the necessary python modules, load the torch-neuron compiled model, and run inference on Inferentia.
By default, the Neuron model will run on a single NeuronCore. In the next section, we will see how to run the Neuron model on multiple NeuronCores to fully saturate our hardware for optimal performance on Inferentia.
```
import torch
from torchvision import models, transforms, datasets
import torch_neuron
# Get a sample image
image = preprocess()
# Run inference using the CPU model
output_cpu = model(image)
# Load the compiled Neuron model
model_neuron = torch.jit.load('resnet50_neuron.pt')
# Run inference using the Neuron model
output_neuron = model_neuron(image)
# Verify that the CPU and Neuron predictions are the same by comparing
# the top-5 results
top5_cpu = output_cpu[0].sort()[1][-5:]
top5_neuron = output_neuron[0].sort()[1][-5:]
# Lookup and print the top-5 labels
top5_labels_cpu = [idx2label[idx] for idx in top5_cpu]
top5_labels_neuron = [idx2label[idx] for idx in top5_neuron]
print("CPU top-5 labels: {}".format(top5_labels_cpu))
print("Neuron top-5 labels: {}".format(top5_labels_neuron))
```
## Run Inference using torch.neuron.DataParallel[#](#Run-Inference-using-torch.neuron.DataParallel "Permalink to this headline")
To fully leverage the Inferentia hardware we want to use all avaialable NeuronCores. An inf1.xlarge and inf1.2xlarge have four NeuronCores, an inf1.6xlarge has 16 NeuronCores, and an inf1.24xlarge has 64 NeuronCores. For maximum performance on Inferentia hardware, we can use `torch.neuron.DataParallel` to utilize all available NeuronCores.
`torch.neuron.DataParallel` implements data parallelism at the module level by duplicating the Neuron model on all available NeuronCores and distributing data across the different cores for parallelized inference.
In the following section, we will run inference using the `torch.neuron.DataParallel` module to fully saturate the Inferentia hardware. We benchmark the model to collect throughput and latency statistics.
Note: `torch.neuron.DataParallel` is new with Neuron 1.16.0. Please ensure you are using the latest Neuron package to run the following sections.
### Define a benchmarking function[#](#Define-a-benchmarking-function "Permalink to this headline")
We create a function that handles benchmarking the Neuron model to collect throughput and latency metrics.
```
from time import time
def benchmark(model, image):
print('Input image shape is {}'.format(list(image.shape)))
# The first inference loads the model so exclude it from timing
results = model(image)
# Collect throughput and latency metrics
latency = []
throughput = []
# Run inference for 100 iterations and calculate metrics
num_infers = 100
for _ in range(num_infers):
delta_start = time()
results = model(image)
delta = time() - delta_start
latency.append(delta)
throughput.append(image.size(0)/delta)
# Calculate and print the model throughput and latency
print("Avg. Throughput: {:.0f}, Max Throughput: {:.0f}".format(np.mean(throughput), np.max(throughput)))
print("Latency P50: {:.0f}".format(np.percentile(latency, 50)*1000.0))
print("Latency P90: {:.0f}".format(np.percentile(latency, 90)*1000.0))
print("Latency P95: {:.0f}".format(np.percentile(latency, 95)*1000.0))
print("Latency P99: {:.0f}\n".format(np.percentile(latency, 99)*1000.0))
```
### Run Inference using torch.neuron.DataParallel[#](#id1 "Permalink to this headline")
We create the `torch.neuron.DataParallel` module using the compiled Neuron model, get a sample image, and benchmark the parallelized model on Neuron.
```
# Create a torch.neuron.DataParallel module using the compiled Neuron model
# By default, torch.neuron.DataParallel will use four cores on an inf1.xlarge
# or inf1.2xlarge, 16 cores on an inf1.6xlarge, and 24 cores on an inf1.24xlarge
model_neuron_parallel = torch.neuron.DataParallel(model_neuron)
# Get sample image with batch size=1 per NeuronCore
batch_size = 1
# For an inf1.xlarge or inf1.2xlarge, set num_neuron_cores = 4
num_neuron_cores = 16
image = preprocess(batch_size=batch_size, num_neuron_cores=num_neuron_cores)
# Benchmark the model
benchmark(model_neuron_parallel, image)
```
## Run inference with dynamic batch sizes[#](#Run-inference-with-dynamic-batch-sizes "Permalink to this headline")
Batch size has a direct impact on model performance. The Inferentia chip is optimized to run with small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.
As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Inferentia.
Dynamic batching is a feature that allows you to use tensor batch sizes that the Neuron model was not originally compiled against. This is necessary because the underlying Inferentia hardware will always execute inferences with the batch size used during compilation. Fixed batch size execution allows tuning the input batch size for optimal performance. For example, batch size 1 may be best suited for an ultra-low latency on-demand inference application, while batch size > 1 can be used to maximize throughput for offline inferencing. Dynamic batching is implemented by slicing large input tensors into chunks that match the batch size used during the `torch.neuron.trace` compilation call.
The `torch.neuron.DataParallel` class automatically enables dynamic batching on eligible models. This allows us to run inference in applications that have inputs with a variable batch size without needing to recompile the model.
In the following example, we use the same `torch.neuron.DataParallel` module to run inference using several different batch sizes. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient.
```
# using the same DataParallel model_neuron_parallel model, we can run
# inference on inputs with a variable batch size without recompiling
batch_sizes = [2, 3, 4, 5, 6, 7]
for batch_size in batch_sizes:
print('Batch size: {}'.format(batch_size))
image = preprocess(batch_size=batch_size, num_neuron_cores=num_neuron_cores)
# Benchmark the model for each input batch size
benchmark(model_neuron_parallel, image)
```
## Compile and Infer with different batch sizes on multiple NeuronCores[#](#Compile-and-Infer-with-different-batch-sizes-on-multiple-NeuronCores "Permalink to this headline")
Dynamic batching using small batch sizes can result in sub-optimal throughput because it involves slicing tensors into chunks and iteratively sending data to the hardware. Using a larger batch size at compilation time can use the Inferentia hardware more efficiently in order to maximize throughput. You can test the tradeoff between individual request latency and total throughput by fine-tuning the input batch size.
In the following example, we recompile our model using a batch size of 5 and run the model using `torch.neuron.DataParallel` to fully saturate our Inferentia hardware for optimal performance.
```
# Create an input with batch size 5 for compilation
batch_size = 5
image = torch.zeros([batch_size, 3, 224, 224], dtype=torch.float32)
# Recompile the ResNet50 model for inference with batch size 5
model_neuron = torch.neuron.trace(model, example_inputs=[image])
# Export to saved model
model_neuron.save("resnet50_neuron_b{}.pt".format(batch_size))
```
Run inference with batch size of 5 using the Neuron model compiled for a batch size of 5.
```
batch_size = 5
# Load compiled Neuron model
model_neuron = torch.jit.load("resnet50_neuron_b{}.pt".format(batch_size))
# Create DataParallel model
model_neuron_parallel = torch.neuron.DataParallel(model_neuron)
# Get sample image with batch size=5
image = preprocess(batch_size=batch_size, num_neuron_cores=num_neuron_cores)
# Benchmark the model
benchmark(model_neuron_parallel, image)
```
You can experiment with different batch size values to see what gives the best overall throughput on Inferentia.
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>ResNet50 model for Inferentia — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "src/examples/pytorch/resnet50", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".ipynb", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><style type="text/css">.CtxtMenu_InfoClose { top:.2em; right:.2em;}
.CtxtMenu_InfoContent { overflow:auto; text-align:left; font-size:80%; padding:.4em .6em; border:1px inset; margin:1em 0px; max-height:20em; max-width:30em; background-color:#EEEEEE; white-space:normal;}
.CtxtMenu_Info.CtxtMenu_MousePost {outline:none;}
.CtxtMenu_Info { position:fixed; left:50%; width:auto; text-align:center; border:3px outset; padding:1em 2em; background-color:#DDDDDD; color:black; cursor:default; font-family:message-box; font-size:120%; font-style:normal; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 15px; /* Opera 10.5 and IE9 */ -webkit-border-radius:15px; /* Safari and Chrome */ -moz-border-radius:15px; /* Firefox */ -khtml-border-radius:15px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */ filter:progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color="gray", Positive="true"); /* IE */}
</style><style type="text/css">.CtxtMenu_MenuClose { position:absolute; cursor:pointer; display:inline-block; border:2px solid #AAA; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ font-family: "Courier New", Courier; font-size:24px; color:#F0F0F0}
.CtxtMenu_MenuClose span { display:block; background-color:#AAA; border:1.5px solid; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ line-height:0; padding:8px 0 6px /* may need to be browser-specific */}
.CtxtMenu_MenuClose:hover { color:white!important; border:2px solid #CCC!important}
.CtxtMenu_MenuClose:hover span { background-color:#CCC!important}
.CtxtMenu_MenuClose:hover:focus { outline:none}
</style><style type="text/css">.CtxtMenu_Menu { position:absolute; background-color:white; color:black; width:auto; padding:5px 0px; border:1px solid #CCCCCC; margin:0; cursor:default; font: menu; text-align:left; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 5px; /* Opera 10.5 and IE9 */ -webkit-border-radius: 5px; /* Safari and Chrome */ -moz-border-radius: 5px; /* Firefox */ -khtml-border-radius: 5px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */}
.CtxtMenu_MenuItem { padding: 1px 2em; background:transparent;}
.CtxtMenu_MenuArrow { position:absolute; right:.5em; padding-top:.25em; color:#666666; font-family: null; font-size: .75em}
.CtxtMenu_MenuActive .CtxtMenu_MenuArrow {color:white}
.CtxtMenu_MenuArrow.CtxtMenu_RTL {left:.5em; right:auto}
.CtxtMenu_MenuCheck { position:absolute; left:.7em; font-family: null}
.CtxtMenu_MenuCheck.CtxtMenu_RTL { right:.7em; left:auto }
.CtxtMenu_MenuRadioCheck { position:absolute; left: .7em;}
.CtxtMenu_MenuRadioCheck.CtxtMenu_RTL { right: .7em; left:auto}
.CtxtMenu_MenuInputBox { padding-left: 1em; right:.5em; color:#666666; font-family: null;}
.CtxtMenu_MenuInputBox.CtxtMenu_RTL { left: .1em;}
.CtxtMenu_MenuComboBox { left:.1em; padding-bottom:.5em;}
.CtxtMenu_MenuSlider { left: .1em;}
.CtxtMenu_SliderValue { position:absolute; right:.1em; padding-top:.25em; color:#333333; font-size: .75em}
.CtxtMenu_SliderBar { outline: none; background: #d3d3d3}
.CtxtMenu_MenuLabel { padding: 1px 2em 3px 1.33em; font-style:italic}
.CtxtMenu_MenuRule { border-top: 1px solid #DDDDDD; margin: 4px 3px;}
.CtxtMenu_MenuDisabled { color:GrayText}
.CtxtMenu_MenuActive { background-color: #606872; color: white;}
.CtxtMenu_MenuDisabled:focus { background-color: #E8E8E8}
.CtxtMenu_MenuLabel:focus { background-color: #E8E8E8}
.CtxtMenu_ContextMenu:focus { outline:none}
.CtxtMenu_ContextMenu .CtxtMenu_MenuItem:focus { outline:none}
.CtxtMenu_SelectionMenu { position:relative; float:left; border-bottom: none; -webkit-box-shadow:none; -webkit-border-radius:0px; }
.CtxtMenu_SelectionItem { padding-right: 1em;}
.CtxtMenu_Selection { right: 40%; width:50%; }
.CtxtMenu_SelectionBox { padding: 0em; max-height:20em; max-width: none; background-color:#FFFFFF;}
.CtxtMenu_SelectionDivider { clear: both; border-top: 2px solid #000000;}
.CtxtMenu_Menu .CtxtMenu_MenuClose { top:-10px; left:-10px}
</style><style id="MJX-CHTML-styles">
mjx-container[jax="CHTML"] {
line-height: 0;
}
mjx-container [space="1"] {
margin-left: .111em;
}
mjx-container [space="2"] {
margin-left: .167em;
}
mjx-container [space="3"] {
margin-left: .222em;
}
mjx-container [space="4"] {
margin-left: .278em;
}
mjx-container [space="5"] {
margin-left: .333em;
}
mjx-container [rspace="1"] {
margin-right: .111em;
}
mjx-container [rspace="2"] {
margin-right: .167em;
}
mjx-container [rspace="3"] {
margin-right: .222em;
}
mjx-container [rspace="4"] {
margin-right: .278em;
}
mjx-container [rspace="5"] {
margin-right: .333em;
}
mjx-container [size="s"] {
font-size: 70.7%;
}
mjx-container [size="ss"] {
font-size: 50%;
}
mjx-container [size="Tn"] {
font-size: 60%;
}
mjx-container [size="sm"] {
font-size: 85%;
}
mjx-container [size="lg"] {
font-size: 120%;
}
mjx-container [size="Lg"] {
font-size: 144%;
}
mjx-container [size="LG"] {
font-size: 173%;
}
mjx-container [size="hg"] {
font-size: 207%;
}
mjx-container [size="HG"] {
font-size: 249%;
}
mjx-container [width="full"] {
width: 100%;
}
mjx-box {
display: inline-block;
}
mjx-block {
display: block;
}
mjx-itable {
display: inline-table;
}
mjx-row {
display: table-row;
}
mjx-row > * {
display: table-cell;
}
mjx-mtext {
display: inline-block;
}
mjx-mstyle {
display: inline-block;
}
mjx-merror {
display: inline-block;
color: red;
background-color: yellow;
}
mjx-mphantom {
visibility: hidden;
}
_::-webkit-full-page-media, _:future, :root mjx-container {
will-change: opacity;
}
mjx-assistive-mml {
position: absolute !important;
top: 0px;
left: 0px;
clip: rect(1px, 1px, 1px, 1px);
padding: 1px 0px 0px 0px !important;
border: 0px !important;
display: block !important;
width: auto !important;
overflow: hidden !important;
-webkit-touch-callout: none;
-webkit-user-select: none;
-khtml-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
mjx-assistive-mml[display="block"] {
width: 100% !important;
}
mjx-c::before {
display: block;
width: 0;
}
.MJX-TEX {
font-family: MJXZERO, MJXTEX;
}
.TEX-B {
font-family: MJXZERO, MJXTEX-B;
}
.TEX-I {
font-family: MJXZERO, MJXTEX-I;
}
.TEX-MI {
font-family: MJXZERO, MJXTEX-MI;
}
.TEX-BI {
font-family: MJXZERO, MJXTEX-BI;
}
.TEX-S1 {
font-family: MJXZERO, MJXTEX-S1;
}
.TEX-S2 {
font-family: MJXZERO, MJXTEX-S2;
}
.TEX-S3 {
font-family: MJXZERO, MJXTEX-S3;
}
.TEX-S4 {
font-family: MJXZERO, MJXTEX-S4;
}
.TEX-A {
font-family: MJXZERO, MJXTEX-A;
}
.TEX-C {
font-family: MJXZERO, MJXTEX-C;
}
.TEX-CB {
font-family: MJXZERO, MJXTEX-CB;
}
.TEX-FR {
font-family: MJXZERO, MJXTEX-FR;
}
.TEX-FRB {
font-family: MJXZERO, MJXTEX-FRB;
}
.TEX-SS {
font-family: MJXZERO, MJXTEX-SS;
}
.TEX-SSB {
font-family: MJXZERO, MJXTEX-SSB;
}
.TEX-SSI {
font-family: MJXZERO, MJXTEX-SSI;
}
.TEX-SC {
font-family: MJXZERO, MJXTEX-SC;
}
.TEX-T {
font-family: MJXZERO, MJXTEX-T;
}
.TEX-V {
font-family: MJXZERO, MJXTEX-V;
}
.TEX-VB {
font-family: MJXZERO, MJXTEX-VB;
}
mjx-stretchy-v mjx-c, mjx-stretchy-h mjx-c {
font-family: MJXZERO, MJXTEX-S1, MJXTEX-S4, MJXTEX, MJXTEX-A ! important;
}
@font-face /* 0 */ {
font-family: MJXZERO;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Zero.woff") format("woff");
}
@font-face /* 1 */ {
font-family: MJXTEX;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Regular.woff") format("woff");
}
@font-face /* 2 */ {
font-family: MJXTEX-B;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Bold.woff") format("woff");
}
@font-face /* 3 */ {
font-family: MJXTEX-I;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-Italic.woff") format("woff");
}
@font-face /* 4 */ {
font-family: MJXTEX-MI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Italic.woff") format("woff");
}
@font-face /* 5 */ {
font-family: MJXTEX-BI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-BoldItalic.woff") format("woff");
}
@font-face /* 6 */ {
font-family: MJXTEX-S1;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size1-Regular.woff") format("woff");
}
@font-face /* 7 */ {
font-family: MJXTEX-S2;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size2-Regular.woff") format("woff");
}
@font-face /* 8 */ {
font-family: MJXTEX-S3;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size3-Regular.woff") format("woff");
}
@font-face /* 9 */ {
font-family: MJXTEX-S4;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size4-Regular.woff") format("woff");
}
@font-face /* 10 */ {
font-family: MJXTEX-A;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_AMS-Regular.woff") format("woff");
}
@font-face /* 11 */ {
font-family: MJXTEX-C;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Regular.woff") format("woff");
}
@font-face /* 12 */ {
font-family: MJXTEX-CB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Bold.woff") format("woff");
}
@font-face /* 13 */ {
font-family: MJXTEX-FR;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Regular.woff") format("woff");
}
@font-face /* 14 */ {
font-family: MJXTEX-FRB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Bold.woff") format("woff");
}
@font-face /* 15 */ {
font-family: MJXTEX-SS;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Regular.woff") format("woff");
}
@font-face /* 16 */ {
font-family: MJXTEX-SSB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Bold.woff") format("woff");
}
@font-face /* 17 */ {
font-family: MJXTEX-SSI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Italic.woff") format("woff");
}
@font-face /* 18 */ {
font-family: MJXTEX-SC;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Script-Regular.woff") format("woff");
}
@font-face /* 19 */ {
font-family: MJXTEX-T;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Typewriter-Regular.woff") format("woff");
}
@font-face /* 20 */ {
font-family: MJXTEX-V;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Regular.woff") format("woff");
}
@font-face /* 21 */ {
font-family: MJXTEX-VB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Bold.woff") format("woff");
}
</style><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"></div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fsrc/examples/pytorch/resnet50.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/src/examples/pytorch/resnet50.ipynb" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/src/examples/pytorch/resnet50.ipynb.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.ipynb</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction:">
Introduction:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-model-for-Neuron">
Compile model for Neuron
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-on-Inferentia">
Run inference on Inferentia
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-a-preprocessing-function">
Define a preprocessing function
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-using-the-Neuron-model">
Run inference using the Neuron model
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-Inference-using-torch.neuron.DataParallel">
Run Inference using torch.neuron.DataParallel
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-a-benchmarking-function">
Define a benchmarking function
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Run Inference using torch.neuron.DataParallel
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-with-dynamic-batch-sizes">
Run inference with dynamic batch sizes
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-and-Infer-with-different-batch-sizes-on-multiple-NeuronCores">
Compile and Infer with different batch sizes on multiple NeuronCores
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>ResNet50 model for Inferentia</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction:">
Introduction:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-model-for-Neuron">
Compile model for Neuron
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-on-Inferentia">
Run inference on Inferentia
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-a-preprocessing-function">
Define a preprocessing function
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-using-the-Neuron-model">
Run inference using the Neuron model
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-Inference-using-torch.neuron.DataParallel">
Run Inference using torch.neuron.DataParallel
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-a-benchmarking-function">
Define a benchmarking function
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#id1">
Run Inference using torch.neuron.DataParallel
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-inference-with-dynamic-batch-sizes">
Run inference with dynamic batch sizes
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Compile-and-Infer-with-different-batch-sizes-on-multiple-NeuronCores">
Compile and Infer with different batch sizes on multiple NeuronCores
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<style>
/* CSS for nbsphinx extension */
/* remove conflicting styling from Sphinx themes */
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt *,
div.nbinput.container div.input_area pre,
div.nboutput.container div.output_area pre,
div.nbinput.container div.input_area .highlight,
div.nboutput.container div.output_area .highlight {
border: none;
padding: 0;
margin: 0;
box-shadow: none;
}
div.nbinput.container > div[class*=highlight],
div.nboutput.container > div[class*=highlight] {
margin: 0;
}
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt * {
background: none;
}
div.nboutput.container div.output_area .highlight,
div.nboutput.container div.output_area pre {
background: unset;
}
div.nboutput.container div.output_area div.highlight {
color: unset; /* override Pygments text color */
}
/* avoid gaps between output lines */
div.nboutput.container div[class*=highlight] pre {
line-height: normal;
}
/* input/output containers */
div.nbinput.container,
div.nboutput.container {
display: -webkit-flex;
display: flex;
align-items: flex-start;
margin: 0;
width: 100%;
}
@media (max-width: 540px) {
div.nbinput.container,
div.nboutput.container {
flex-direction: column;
}
}
/* input container */
div.nbinput.container {
padding-top: 5px;
}
/* last container */
div.nblast.container {
padding-bottom: 5px;
}
/* input prompt */
div.nbinput.container div.prompt pre {
color: #307FC1;
}
/* output prompt */
div.nboutput.container div.prompt pre {
color: #BF5B3D;
}
/* all prompts */
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: 4.5ex;
padding-top: 5px;
position: relative;
user-select: none;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: absolute;
right: 0;
margin-right: 0.3ex;
}
@media (max-width: 540px) {
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: unset;
text-align: left;
padding: 0.4em;
}
div.nboutput.container div.prompt.empty {
padding: 0;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: unset;
}
}
/* disable scrollbars on prompts */
div.nbinput.container div.prompt pre,
div.nboutput.container div.prompt pre {
overflow: hidden;
}
/* input/output area */
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
-webkit-flex: 1;
flex: 1;
overflow: auto;
}
@media (max-width: 540px) {
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
width: 100%;
}
}
/* input area */
div.nbinput.container div.input_area {
border: 1px solid #e0e0e0;
border-radius: 2px;
/*background: #f5f5f5;*/
}
/* override MathJax center alignment in output cells */
div.nboutput.container div[class*=MathJax] {
text-align: left !important;
}
/* override sphinx.ext.imgmath center alignment in output cells */
div.nboutput.container div.math p {
text-align: left;
}
/* standard error */
div.nboutput.container div.output_area.stderr {
background: #fdd;
}
/* ANSI colors */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }
.ansi-default-inverse-fg { color: #FFFFFF; }
.ansi-default-inverse-bg { background-color: #000000; }
.ansi-bold { font-weight: bold; }
.ansi-underline { text-decoration: underline; }
div.nbinput.container div.input_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight].math,
div.nboutput.container div.output_area.rendered_html,
div.nboutput.container div.output_area > div.output_javascript,
div.nboutput.container div.output_area:not(.rendered_html) > img{
padding: 5px;
margin: 0;
}
/* fix copybtn overflow problem in chromium (needed for 'sphinx_copybutton') */
div.nbinput.container div.input_area > div[class^='highlight'],
div.nboutput.container div.output_area > div[class^='highlight']{
overflow-y: hidden;
}
/* hide copybtn icon on prompts (needed for 'sphinx_copybutton') */
.prompt .copybtn {
display: none;
}
/* Some additional styling taken form the Jupyter notebook CSS */
.jp-RenderedHTMLCommon table,
div.rendered_html table {
border: none;
border-collapse: collapse;
border-spacing: 0;
color: black;
font-size: 12px;
table-layout: fixed;
}
.jp-RenderedHTMLCommon thead,
div.rendered_html thead {
border-bottom: 1px solid black;
vertical-align: bottom;
}
.jp-RenderedHTMLCommon tr,
.jp-RenderedHTMLCommon th,
.jp-RenderedHTMLCommon td,
div.rendered_html tr,
div.rendered_html th,
div.rendered_html td {
text-align: right;
vertical-align: middle;
padding: 0.5em 0.5em;
line-height: normal;
white-space: normal;
max-width: none;
border: none;
}
.jp-RenderedHTMLCommon th,
div.rendered_html th {
font-weight: bold;
}
.jp-RenderedHTMLCommon tbody tr:nth-child(odd),
div.rendered_html tbody tr:nth-child(odd) {
background: #f5f5f5;
}
.jp-RenderedHTMLCommon tbody tr:hover,
div.rendered_html tbody tr:hover {
background: rgba(66, 165, 245, 0.2);
}
</style>
<div class="section" id="ResNet50-model-for-Inferentia">
<h1>ResNet50 model for Inferentia<a class="headerlink" href="#ResNet50-model-for-Inferentia" title="Permalink to this headline">#</a></h1>
<div class="section" id="Introduction:">
<h2>Introduction:<a class="headerlink" href="#Introduction:" title="Permalink to this headline">#</a></h2>
<p>In this tutorial we will compile and deploy a ResNet50 model for inference on Inferentia.</p>
<p>This Jupyter notebook should run on an inf1.6xlarge instance. The inference part of this tutorial requires an inf1 instance, not the compilation stage. For simplicity we will run this tutorial on an inf1.6xlarge, but in real life scenarios the compilation should be done on a compute instance and the deployment on an inf1 instance to save costs.</p>
<p>In this tutorial we provide three main sections:</p>
<ol class="arabic simple">
<li><p>Compile the ResNet50 model and infer with a batch size of 1</p></li>
<li><p>Run the same compiled model on multiple NeuronCores using <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> and dynamic batching</p></li>
<li><p>Compile the ResNet50 model with a batch size of 5 and run it on multiple NeuronCores using <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> for optimal performance on Inferentia</p></li>
</ol>
<p>Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the <a class="reference external" href="../../../frameworks/torch/torch-neuron/setup/pytorch-install.html">PyTorch Installation Guide</a>. You can select the kernel from the “Kernel -> Change Kernel” option on the top of this Jupyter notebook page.</p>
</div>
<div class="section" id="Install-Dependencies:">
<h2>Install Dependencies:<a class="headerlink" href="#Install-Dependencies:" title="Permalink to this headline">#</a></h2>
<p>This tutorial requires the following pip packages:</p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">torch>=1.8</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torchvision</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-cc[tensorflow]</span></code></p></li>
</ul>
<p>These will be installed by default when configuring your environment using the Neuron PyTorch setup guide.</p>
</div>
<div class="section" id="Compile-model-for-Neuron">
<h2>Compile model for Neuron<a class="headerlink" href="#Compile-model-for-Neuron" title="Permalink to this headline">#</a></h2>
<p>The following step will compile the ResNet50 model for Inferentia. This will take a few minutes. At the end of script execution, the compiled model is saved as <code class="docutils literal notranslate"><span class="pre">resnet50_neuron.pt</span></code> in your local directory</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">from</span> <span class="nn">torchvision</span> <span class="kn">import</span> <span class="n">models</span><span class="p">,</span> <span class="n">transforms</span><span class="p">,</span> <span class="n">datasets</span>
<span class="kn">import</span> <span class="nn">torch_neuron</span>
<span class="c1"># Create an example input for compilation</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="c1"># Load a pretrained ResNet50 model</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">resnet50</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># Tell the model we are using it for evaluation (not training)</span>
<span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="c1"># Analyze the model - this will show operator support and operator count</span>
<span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">analyze_model</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs</span><span class="o">=</span><span class="p">[</span><span class="n">image</span><span class="p">])</span>
<span class="c1"># Compile the model using torch.neuron.trace to create a Neuron model</span>
<span class="c1"># that that is optimized for the Inferentia hardware</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs</span><span class="o">=</span><span class="p">[</span><span class="n">image</span><span class="p">])</span>
<span class="c1"># The output of the compilation step will report the percentage of operators that</span>
<span class="c1"># are compiled to Neuron, for example:</span>
<span class="c1">#</span>
<span class="c1"># INFO:Neuron:The neuron partitioner created 1 sub-graphs</span>
<span class="c1"># INFO:Neuron:Neuron successfully compiled 1 sub-graphs, Total fused subgraphs = 1, Percent of model sub-graphs successfully compiled = 100.0%</span>
<span class="c1">#</span>
<span class="c1"># We will also be warned if there are operators that are not placed on the Inferentia hardware</span>
<span class="c1"># Save the compiled model</span>
<span class="n">model_neuron</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">"resnet50_neuron.pt"</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Run-inference-on-Inferentia">
<h2>Run inference on Inferentia<a class="headerlink" href="#Run-inference-on-Inferentia" title="Permalink to this headline">#</a></h2>
<p>We can use the compiled Neuron model to run inference on Inferentia.</p>
<p>In the following example, we preprocess a sample image for inference using the CPU model and Neuron model. We compare the predicted labels from the CPU model and Neuron model to verify that they are the same.</p>
<p>Important: Do not perform inference with a Neuron traced model on a non-Neuron supported instance, as the results will not be calculated properly.</p>
<div class="section" id="Define-a-preprocessing-function">
<h3>Define a preprocessing function<a class="headerlink" href="#Define-a-preprocessing-function" title="Permalink to this headline">#</a></h3>
<p>We define a basic image preprocessing function that loads a sample image and labels, normalizes and batches the image, and transforms the image into a tensor for inference using the compiled Neuron model.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">from</span> <span class="nn">urllib</span> <span class="kn">import</span> <span class="n">request</span>
<span class="c1"># Create an image directory containing a sample image of a small kitten</span>
<span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="s2">"./torch_neuron_test/images"</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">request</span><span class="o">.</span><span class="n">urlretrieve</span><span class="p">(</span><span class="s2">"https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg"</span><span class="p">,</span>
<span class="s2">"./torch_neuron_test/images/kitten_small.jpg"</span><span class="p">)</span>
<span class="c1"># Fetch labels to output the top classifications</span>
<span class="n">request</span><span class="o">.</span><span class="n">urlretrieve</span><span class="p">(</span><span class="s2">"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json"</span><span class="p">,</span><span class="s2">"imagenet_class_index.json"</span><span class="p">)</span>
<span class="n">idx2label</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Read the labels and create a list to hold them for classification</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">"imagenet_class_index.json"</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">read_file</span><span class="p">:</span>
<span class="n">class_idx</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">read_file</span><span class="p">)</span>
<span class="n">idx2label</span> <span class="o">=</span> <span class="p">[</span><span class="n">class_idx</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">)][</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">class_idx</span><span class="p">))]</span>
</pre></div>
</div>
</div>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">num_neuron_cores</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
<span class="c1"># Define a normalization function using the ImageNet mean and standard deviation</span>
<span class="n">normalize</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">(</span>
<span class="n">mean</span><span class="o">=</span><span class="p">[</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">],</span>
<span class="n">std</span><span class="o">=</span><span class="p">[</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">])</span>
<span class="c1"># Resize the sample image to [1, 3, 224, 224], normalize it, and turn it into a tensor</span>
<span class="n">eval_dataset</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">ImageFolder</span><span class="p">(</span>
<span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="s2">"./torch_neuron_test/"</span><span class="p">),</span>
<span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span>
<span class="n">transforms</span><span class="o">.</span><span class="n">Resize</span><span class="p">([</span><span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">]),</span>
<span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">(),</span>
<span class="n">normalize</span><span class="p">,</span>
<span class="p">])</span>
<span class="p">)</span>
<span class="n">image</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">eval_dataset</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[</span><span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,</span> <span class="o">...</span><span class="p">])</span>
<span class="c1"># Create a "batched" image with enough images to go on each of the available NeuronCores</span>
<span class="c1"># batch_size is the per-core batch size</span>
<span class="c1"># num_neuron_cores is the number of NeuronCores being used</span>
<span class="n">batch_image</span> <span class="o">=</span> <span class="n">image</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">batch_size</span> <span class="o">*</span> <span class="n">num_neuron_cores</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
<span class="n">batch_image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">batch_image</span><span class="p">,</span> <span class="n">image</span><span class="p">],</span> <span class="mi">0</span><span class="p">)</span>
<span class="k">return</span> <span class="n">batch_image</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Run-inference-using-the-Neuron-model">
<h3>Run inference using the Neuron model<a class="headerlink" href="#Run-inference-using-the-Neuron-model" title="Permalink to this headline">#</a></h3>
<p>We import the necessary python modules, load the torch-neuron compiled model, and run inference on Inferentia.</p>
<p>By default, the Neuron model will run on a single NeuronCore. In the next section, we will see how to run the Neuron model on multiple NeuronCores to fully saturate our hardware for optimal performance on Inferentia.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">from</span> <span class="nn">torchvision</span> <span class="kn">import</span> <span class="n">models</span><span class="p">,</span> <span class="n">transforms</span><span class="p">,</span> <span class="n">datasets</span>
<span class="kn">import</span> <span class="nn">torch_neuron</span>
<span class="c1"># Get a sample image</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">()</span>
<span class="c1"># Run inference using the CPU model</span>
<span class="n">output_cpu</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="c1"># Load the compiled Neuron model</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">'resnet50_neuron.pt'</span><span class="p">)</span>
<span class="c1"># Run inference using the Neuron model</span>
<span class="n">output_neuron</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="c1"># Verify that the CPU and Neuron predictions are the same by comparing</span>
<span class="c1"># the top-5 results</span>
<span class="n">top5_cpu</span> <span class="o">=</span> <span class="n">output_cpu</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">sort</span><span class="p">()[</span><span class="mi">1</span><span class="p">][</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>
<span class="n">top5_neuron</span> <span class="o">=</span> <span class="n">output_neuron</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">sort</span><span class="p">()[</span><span class="mi">1</span><span class="p">][</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>
<span class="c1"># Lookup and print the top-5 labels</span>
<span class="n">top5_labels_cpu</span> <span class="o">=</span> <span class="p">[</span><span class="n">idx2label</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">top5_cpu</span><span class="p">]</span>
<span class="n">top5_labels_neuron</span> <span class="o">=</span> <span class="p">[</span><span class="n">idx2label</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">top5_neuron</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"CPU top-5 labels: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">top5_labels_cpu</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Neuron top-5 labels: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">top5_labels_neuron</span><span class="p">))</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="Run-Inference-using-torch.neuron.DataParallel">
<h2>Run Inference using torch.neuron.DataParallel<a class="headerlink" href="#Run-Inference-using-torch.neuron.DataParallel" title="Permalink to this headline">#</a></h2>
<p>To fully leverage the Inferentia hardware we want to use all avaialable NeuronCores. An inf1.xlarge and inf1.2xlarge have four NeuronCores, an inf1.6xlarge has 16 NeuronCores, and an inf1.24xlarge has 64 NeuronCores. For maximum performance on Inferentia hardware, we can use <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> to utilize all available NeuronCores.</p>
<p><code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> implements data parallelism at the module level by duplicating the Neuron model on all available NeuronCores and distributing data across the different cores for parallelized inference.</p>
<p>In the following section, we will run inference using the <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> module to fully saturate the Inferentia hardware. We benchmark the model to collect throughput and latency statistics.</p>
<p>Note: <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> is new with Neuron 1.16.0. Please ensure you are using the latest Neuron package to run the following sections.</p>
<div class="section" id="Define-a-benchmarking-function">
<h3>Define a benchmarking function<a class="headerlink" href="#Define-a-benchmarking-function" title="Permalink to this headline">#</a></h3>
<p>We create a function that handles benchmarking the Neuron model to collect throughput and latency metrics.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">time</span>
<span class="k">def</span> <span class="nf">benchmark</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">):</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Input image shape is </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">)))</span>
<span class="c1"># The first inference loads the model so exclude it from timing</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="c1"># Collect throughput and latency metrics</span>
<span class="n">latency</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">throughput</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Run inference for 100 iterations and calculate metrics</span>
<span class="n">num_infers</span> <span class="o">=</span> <span class="mi">100</span>
<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_infers</span><span class="p">):</span>
<span class="n">delta_start</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="n">delta</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">delta_start</span>
<span class="n">latency</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">delta</span><span class="p">)</span>
<span class="n">throughput</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">/</span><span class="n">delta</span><span class="p">)</span>
<span class="c1"># Calculate and print the model throughput and latency</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Avg. Throughput: </span><span class="si">{:.0f}</span><span class="s2">, Max Throughput: </span><span class="si">{:.0f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">throughput</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">throughput</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P50: </span><span class="si">{:.0f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P90: </span><span class="si">{:.0f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">,</span> <span class="mi">90</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P95: </span><span class="si">{:.0f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">,</span> <span class="mi">95</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P99: </span><span class="si">{:.0f}</span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">,</span> <span class="mi">99</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="id1">
<h3>Run Inference using torch.neuron.DataParallel<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h3>
<p>We create the <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> module using the compiled Neuron model, get a sample image, and benchmark the parallelized model on Neuron.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create a torch.neuron.DataParallel module using the compiled Neuron model</span>
<span class="c1"># By default, torch.neuron.DataParallel will use four cores on an inf1.xlarge</span>
<span class="c1"># or inf1.2xlarge, 16 cores on an inf1.6xlarge, and 24 cores on an inf1.24xlarge</span>
<span class="n">model_neuron_parallel</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">DataParallel</span><span class="p">(</span><span class="n">model_neuron</span><span class="p">)</span>
<span class="c1"># Get sample image with batch size=1 per NeuronCore</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">1</span>
<span class="c1"># For an inf1.xlarge or inf1.2xlarge, set num_neuron_cores = 4</span>
<span class="n">num_neuron_cores</span> <span class="o">=</span> <span class="mi">16</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_neuron_cores</span><span class="o">=</span><span class="n">num_neuron_cores</span><span class="p">)</span>
<span class="c1"># Benchmark the model</span>
<span class="n">benchmark</span><span class="p">(</span><span class="n">model_neuron_parallel</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="Run-inference-with-dynamic-batch-sizes">
<h2>Run inference with dynamic batch sizes<a class="headerlink" href="#Run-inference-with-dynamic-batch-sizes" title="Permalink to this headline">#</a></h2>
<p>Batch size has a direct impact on model performance. The Inferentia chip is optimized to run with small batch sizes. This means that a Neuron compiled model can outperform a GPU model, even if running single digit batch sizes.</p>
<p>As a general best practice, we recommend optimizing your model’s throughput by compiling the model with a small batch size and gradually increasing it to find the peak throughput on Inferentia.</p>
<p>Dynamic batching is a feature that allows you to use tensor batch sizes that the Neuron model was not originally compiled against. This is necessary because the underlying Inferentia hardware will always execute inferences with the batch size used during compilation. Fixed batch size execution allows tuning the input batch size for optimal performance. For example, batch size 1 may be best suited for an ultra-low latency on-demand inference application, while batch size > 1 can be used to
maximize throughput for offline inferencing. Dynamic batching is implemented by slicing large input tensors into chunks that match the batch size used during the <code class="docutils literal notranslate"><span class="pre">torch.neuron.trace</span></code> compilation call.</p>
<p>The <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> class automatically enables dynamic batching on eligible models. This allows us to run inference in applications that have inputs with a variable batch size without needing to recompile the model.</p>
<p>In the following example, we use the same <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> module to run inference using several different batch sizes. Notice that latency increases consistently as the batch size increases. Throughput increases as well, up until a certain point where the input size becomes too large to be efficient.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># using the same DataParallel model_neuron_parallel model, we can run</span>
<span class="c1"># inference on inputs with a variable batch size without recompiling</span>
<span class="n">batch_sizes</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">]</span>
<span class="k">for</span> <span class="n">batch_size</span> <span class="ow">in</span> <span class="n">batch_sizes</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Batch size: </span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">))</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_neuron_cores</span><span class="o">=</span><span class="n">num_neuron_cores</span><span class="p">)</span>
<span class="c1"># Benchmark the model for each input batch size</span>
<span class="n">benchmark</span><span class="p">(</span><span class="n">model_neuron_parallel</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Compile-and-Infer-with-different-batch-sizes-on-multiple-NeuronCores">
<h2>Compile and Infer with different batch sizes on multiple NeuronCores<a class="headerlink" href="#Compile-and-Infer-with-different-batch-sizes-on-multiple-NeuronCores" title="Permalink to this headline">#</a></h2>
<p>Dynamic batching using small batch sizes can result in sub-optimal throughput because it involves slicing tensors into chunks and iteratively sending data to the hardware. Using a larger batch size at compilation time can use the Inferentia hardware more efficiently in order to maximize throughput. You can test the tradeoff between individual request latency and total throughput by fine-tuning the input batch size.</p>
<p>In the following example, we recompile our model using a batch size of 5 and run the model using <code class="docutils literal notranslate"><span class="pre">torch.neuron.DataParallel</span></code> to fully saturate our Inferentia hardware for optimal performance.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create an input with batch size 5 for compilation</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">5</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="n">batch_size</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="c1"># Recompile the ResNet50 model for inference with batch size 5</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs</span><span class="o">=</span><span class="p">[</span><span class="n">image</span><span class="p">])</span>
<span class="c1"># Export to saved model</span>
<span class="n">model_neuron</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">"resnet50_neuron_b</span><span class="si">{}</span><span class="s2">.pt"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">))</span>
</pre></div>
</div>
</div>
<p>Run inference with batch size of 5 using the Neuron model compiled for a batch size of 5.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">batch_size</span> <span class="o">=</span> <span class="mi">5</span>
<span class="c1"># Load compiled Neuron model</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">"resnet50_neuron_b</span><span class="si">{}</span><span class="s2">.pt"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">))</span>
<span class="c1"># Create DataParallel model</span>
<span class="n">model_neuron_parallel</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">DataParallel</span><span class="p">(</span><span class="n">model_neuron</span><span class="p">)</span>
<span class="c1"># Get sample image with batch size=5</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_neuron_cores</span><span class="o">=</span><span class="n">num_neuron_cores</span><span class="p">)</span>
<span class="c1"># Benchmark the model</span>
<span class="n">benchmark</span><span class="p">(</span><span class="n">model_neuron_parallel</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>You can experiment with different batch size values to see what gives the best overall throughput on Inferentia.</p>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:43.819Z
|
Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/yolo_v4.html
|
# Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation
```
import numpy as np
import torch
import torch.neuron
from torch import nn
import torch.nn.functional as F
import os
import warnings
# Setting up NeuronCore groups for inf1.6xlarge with 16 cores
n_cores = 16 # This value should be 4 on inf1.xlarge and inf1.2xlarge
os.environ['NEURON_RT_NUM_CORES'] = str(n_cores)
class Mish(torch.nn.Module):
def __init__(self):
super().__init__()
def forward(self, x):
x = x * (torch.tanh(torch.nn.functional.softplus(x)))
return x
class Upsample(nn.Module):
def __init__(self):
super(Upsample, self).__init__()
def forward(self, x, target_size, inference=False):
assert (x.data.dim() == 4)
if inference:
return x.view(x.size(0), x.size(1), x.size(2), 1, x.size(3), 1).\
expand(x.size(0), x.size(1), x.size(2), target_size[2] // x.size(2), x.size(3), target_size[3] // x.size(3)).\
contiguous().view(x.size(0), x.size(1), target_size[2], target_size[3])
else:
return F.interpolate(x, size=(target_size[2], target_size[3]), mode='nearest')
class Conv_Bn_Activation(nn.Module):
def __init__(self, in_channels, out_channels, kernel_size, stride, activation, bn=True, bias=False):
super().__init__()
pad = (kernel_size - 1) // 2
self.conv = nn.ModuleList()
if bias:
self.conv.append(nn.Conv2d(in_channels, out_channels, kernel_size, stride, pad))
else:
self.conv.append(nn.Conv2d(in_channels, out_channels, kernel_size, stride, pad, bias=False))
if bn:
self.conv.append(nn.BatchNorm2d(out_channels))
if activation == "mish":
self.conv.append(Mish())
elif activation == "relu":
self.conv.append(nn.ReLU(inplace=True))
elif activation == "leaky":
self.conv.append(nn.LeakyReLU(0.1, inplace=True))
elif activation == "linear":
pass
else:
print("activate error !!! {} {} {}".format(sys._getframe().f_code.co_filename,
sys._getframe().f_code.co_name, sys._getframe().f_lineno))
def forward(self, x):
for l in self.conv:
x = l(x)
return x
class ResBlock(nn.Module):
"""
Sequential residual blocks each of which consists of \
two convolution layers.
Args:
ch (int): number of input and output channels.
nblocks (int): number of residual blocks.
shortcut (bool): if True, residual tensor addition is enabled.
"""
def __init__(self, ch, nblocks=1, shortcut=True):
super().__init__()
self.shortcut = shortcut
self.module_list = nn.ModuleList()
for i in range(nblocks):
resblock_one = nn.ModuleList()
resblock_one.append(Conv_Bn_Activation(ch, ch, 1, 1, 'mish'))
resblock_one.append(Conv_Bn_Activation(ch, ch, 3, 1, 'mish'))
self.module_list.append(resblock_one)
def forward(self, x):
for module in self.module_list:
h = x
for res in module:
h = res(h)
x = x + h if self.shortcut else h
return x
class DownSample1(nn.Module):
def __init__(self):
super().__init__()
self.conv1 = Conv_Bn_Activation(3, 32, 3, 1, 'mish')
self.conv2 = Conv_Bn_Activation(32, 64, 3, 2, 'mish')
self.conv3 = Conv_Bn_Activation(64, 64, 1, 1, 'mish')
# [route]
# layers = -2
self.conv4 = Conv_Bn_Activation(64, 64, 1, 1, 'mish')
self.conv5 = Conv_Bn_Activation(64, 32, 1, 1, 'mish')
self.conv6 = Conv_Bn_Activation(32, 64, 3, 1, 'mish')
# [shortcut]
# from=-3
# activation = linear
self.conv7 = Conv_Bn_Activation(64, 64, 1, 1, 'mish')
# [route]
# layers = -1, -7
self.conv8 = Conv_Bn_Activation(128, 64, 1, 1, 'mish')
def forward(self, input):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x2)
# route -2
x4 = self.conv4(x2)
x5 = self.conv5(x4)
x6 = self.conv6(x5)
# shortcut -3
x6 = x6 + x4
x7 = self.conv7(x6)
# [route]
# layers = -1, -7
x7 = torch.cat([x7, x3], dim=1)
x8 = self.conv8(x7)
return x8
class DownSample2(nn.Module):
def __init__(self):
super().__init__()
self.conv1 = Conv_Bn_Activation(64, 128, 3, 2, 'mish')
self.conv2 = Conv_Bn_Activation(128, 64, 1, 1, 'mish')
# r -2
self.conv3 = Conv_Bn_Activation(128, 64, 1, 1, 'mish')
self.resblock = ResBlock(ch=64, nblocks=2)
# s -3
self.conv4 = Conv_Bn_Activation(64, 64, 1, 1, 'mish')
# r -1 -10
self.conv5 = Conv_Bn_Activation(128, 128, 1, 1, 'mish')
def forward(self, input):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x1)
r = self.resblock(x3)
x4 = self.conv4(r)
x4 = torch.cat([x4, x2], dim=1)
x5 = self.conv5(x4)
return x5
class DownSample3(nn.Module):
def __init__(self):
super().__init__()
self.conv1 = Conv_Bn_Activation(128, 256, 3, 2, 'mish')
self.conv2 = Conv_Bn_Activation(256, 128, 1, 1, 'mish')
self.conv3 = Conv_Bn_Activation(256, 128, 1, 1, 'mish')
self.resblock = ResBlock(ch=128, nblocks=8)
self.conv4 = Conv_Bn_Activation(128, 128, 1, 1, 'mish')
self.conv5 = Conv_Bn_Activation(256, 256, 1, 1, 'mish')
def forward(self, input):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x1)
r = self.resblock(x3)
x4 = self.conv4(r)
x4 = torch.cat([x4, x2], dim=1)
x5 = self.conv5(x4)
return x5
class DownSample4(nn.Module):
def __init__(self):
super().__init__()
self.conv1 = Conv_Bn_Activation(256, 512, 3, 2, 'mish')
self.conv2 = Conv_Bn_Activation(512, 256, 1, 1, 'mish')
self.conv3 = Conv_Bn_Activation(512, 256, 1, 1, 'mish')
self.resblock = ResBlock(ch=256, nblocks=8)
self.conv4 = Conv_Bn_Activation(256, 256, 1, 1, 'mish')
self.conv5 = Conv_Bn_Activation(512, 512, 1, 1, 'mish')
def forward(self, input):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x1)
r = self.resblock(x3)
x4 = self.conv4(r)
x4 = torch.cat([x4, x2], dim=1)
x5 = self.conv5(x4)
return x5
class DownSample5(nn.Module):
def __init__(self):
super().__init__()
self.conv1 = Conv_Bn_Activation(512, 1024, 3, 2, 'mish')
self.conv2 = Conv_Bn_Activation(1024, 512, 1, 1, 'mish')
self.conv3 = Conv_Bn_Activation(1024, 512, 1, 1, 'mish')
self.resblock = ResBlock(ch=512, nblocks=4)
self.conv4 = Conv_Bn_Activation(512, 512, 1, 1, 'mish')
self.conv5 = Conv_Bn_Activation(1024, 1024, 1, 1, 'mish')
def forward(self, input):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x1)
r = self.resblock(x3)
x4 = self.conv4(r)
x4 = torch.cat([x4, x2], dim=1)
x5 = self.conv5(x4)
return x5
class Neck(nn.Module):
def __init__(self, inference=False):
super().__init__()
self.inference = inference
self.conv1 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
self.conv2 = Conv_Bn_Activation(512, 1024, 3, 1, 'leaky')
self.conv3 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
# SPP
self.maxpool1 = nn.MaxPool2d(kernel_size=5, stride=1, padding=5 // 2)
self.maxpool2 = nn.MaxPool2d(kernel_size=9, stride=1, padding=9 // 2)
self.maxpool3 = nn.MaxPool2d(kernel_size=13, stride=1, padding=13 // 2)
# R -1 -3 -5 -6
# SPP
self.conv4 = Conv_Bn_Activation(2048, 512, 1, 1, 'leaky')
self.conv5 = Conv_Bn_Activation(512, 1024, 3, 1, 'leaky')
self.conv6 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
self.conv7 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
# UP
self.upsample1 = Upsample()
# R 85
self.conv8 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
# R -1 -3
self.conv9 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv10 = Conv_Bn_Activation(256, 512, 3, 1, 'leaky')
self.conv11 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv12 = Conv_Bn_Activation(256, 512, 3, 1, 'leaky')
self.conv13 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv14 = Conv_Bn_Activation(256, 128, 1, 1, 'leaky')
# UP
self.upsample2 = Upsample()
# R 54
self.conv15 = Conv_Bn_Activation(256, 128, 1, 1, 'leaky')
# R -1 -3
self.conv16 = Conv_Bn_Activation(256, 128, 1, 1, 'leaky')
self.conv17 = Conv_Bn_Activation(128, 256, 3, 1, 'leaky')
self.conv18 = Conv_Bn_Activation(256, 128, 1, 1, 'leaky')
self.conv19 = Conv_Bn_Activation(128, 256, 3, 1, 'leaky')
self.conv20 = Conv_Bn_Activation(256, 128, 1, 1, 'leaky')
def forward(self, input, downsample4, downsample3, inference=False):
x1 = self.conv1(input)
x2 = self.conv2(x1)
x3 = self.conv3(x2)
# SPP
m1 = self.maxpool1(x3)
m2 = self.maxpool2(x3)
m3 = self.maxpool3(x3)
spp = torch.cat([m3, m2, m1, x3], dim=1)
# SPP end
x4 = self.conv4(spp)
x5 = self.conv5(x4)
x6 = self.conv6(x5)
x7 = self.conv7(x6)
# UP
up = self.upsample1(x7, downsample4.size(), self.inference)
# R 85
x8 = self.conv8(downsample4)
# R -1 -3
x8 = torch.cat([x8, up], dim=1)
x9 = self.conv9(x8)
x10 = self.conv10(x9)
x11 = self.conv11(x10)
x12 = self.conv12(x11)
x13 = self.conv13(x12)
x14 = self.conv14(x13)
# UP
up = self.upsample2(x14, downsample3.size(), self.inference)
# R 54
x15 = self.conv15(downsample3)
# R -1 -3
x15 = torch.cat([x15, up], dim=1)
x16 = self.conv16(x15)
x17 = self.conv17(x16)
x18 = self.conv18(x17)
x19 = self.conv19(x18)
x20 = self.conv20(x19)
return x20, x13, x6
class Yolov4Head(nn.Module):
def __init__(self, output_ch, n_classes, inference=False):
super().__init__()
self.inference = inference
self.conv1 = Conv_Bn_Activation(128, 256, 3, 1, 'leaky')
self.conv2 = Conv_Bn_Activation(256, output_ch, 1, 1, 'linear', bn=False, bias=True)
self.yolo1 = YoloLayer(
anchor_mask=[0, 1, 2], num_classes=n_classes,
anchors=[12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401],
num_anchors=9, stride=8)
# R -4
self.conv3 = Conv_Bn_Activation(128, 256, 3, 2, 'leaky')
# R -1 -16
self.conv4 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv5 = Conv_Bn_Activation(256, 512, 3, 1, 'leaky')
self.conv6 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv7 = Conv_Bn_Activation(256, 512, 3, 1, 'leaky')
self.conv8 = Conv_Bn_Activation(512, 256, 1, 1, 'leaky')
self.conv9 = Conv_Bn_Activation(256, 512, 3, 1, 'leaky')
self.conv10 = Conv_Bn_Activation(512, output_ch, 1, 1, 'linear', bn=False, bias=True)
self.yolo2 = YoloLayer(
anchor_mask=[3, 4, 5], num_classes=n_classes,
anchors=[12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401],
num_anchors=9, stride=16)
# R -4
self.conv11 = Conv_Bn_Activation(256, 512, 3, 2, 'leaky')
# R -1 -37
self.conv12 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
self.conv13 = Conv_Bn_Activation(512, 1024, 3, 1, 'leaky')
self.conv14 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
self.conv15 = Conv_Bn_Activation(512, 1024, 3, 1, 'leaky')
self.conv16 = Conv_Bn_Activation(1024, 512, 1, 1, 'leaky')
self.conv17 = Conv_Bn_Activation(512, 1024, 3, 1, 'leaky')
self.conv18 = Conv_Bn_Activation(1024, output_ch, 1, 1, 'linear', bn=False, bias=True)
self.yolo3 = YoloLayer(
anchor_mask=[6, 7, 8], num_classes=n_classes,
anchors=[12, 16, 19, 36, 40, 28, 36, 75, 76, 55, 72, 146, 142, 110, 192, 243, 459, 401],
num_anchors=9, stride=32)
def forward(self, input1, input2, input3):
x1 = self.conv1(input1)
x2 = self.conv2(x1)
x3 = self.conv3(input1)
# R -1 -16
x3 = torch.cat([x3, input2], dim=1)
x4 = self.conv4(x3)
x5 = self.conv5(x4)
x6 = self.conv6(x5)
x7 = self.conv7(x6)
x8 = self.conv8(x7)
x9 = self.conv9(x8)
x10 = self.conv10(x9)
# R -4
x11 = self.conv11(x8)
# R -1 -37
x11 = torch.cat([x11, input3], dim=1)
x12 = self.conv12(x11)
x13 = self.conv13(x12)
x14 = self.conv14(x13)
x15 = self.conv15(x14)
x16 = self.conv16(x15)
x17 = self.conv17(x16)
x18 = self.conv18(x17)
if self.inference:
y1 = self.yolo1(x2)
y2 = self.yolo2(x10)
y3 = self.yolo3(x18)
return get_region_boxes([y1, y2, y3])
else:
return [x2, x10, x18]
class Yolov4(nn.Module):
def __init__(self, yolov4conv137weight=None, n_classes=80, inference=False):
super().__init__()
output_ch = (4 + 1 + n_classes) * 3
# backbone
self.down1 = DownSample1()
self.down2 = DownSample2()
self.down3 = DownSample3()
self.down4 = DownSample4()
self.down5 = DownSample5()
# neck
self.neek = Neck(inference)
# yolov4conv137
if yolov4conv137weight:
_model = nn.Sequential(self.down1, self.down2, self.down3, self.down4, self.down5, self.neek)
pretrained_dict = torch.load(yolov4conv137weight)
model_dict = _model.state_dict()
# 1. filter out unnecessary keys
pretrained_dict = {k1: v for (k, v), k1 in zip(pretrained_dict.items(), model_dict)}
# 2. overwrite entries in the existing state dict
model_dict.update(pretrained_dict)
_model.load_state_dict(model_dict)
# head
self.head = Yolov4Head(output_ch, n_classes, inference)
def forward(self, input):
d1 = self.down1(input)
d2 = self.down2(d1)
d3 = self.down3(d2)
d4 = self.down4(d3)
d5 = self.down5(d4)
x20, x13, x6 = self.neek(d5, d4, d3)
output = self.head(x20, x13, x6)
return output
def yolo_forward_dynamic(output, conf_thresh, num_classes, anchors, num_anchors, scale_x_y, only_objectness=1,
validation=False):
# Output would be invalid if it does not satisfy this assert
# assert (output.size(1) == (5 + num_classes) * num_anchors)
# print(output.size())
# Slice the second dimension (channel) of output into:
# [ 2, 2, 1, num_classes, 2, 2, 1, num_classes, 2, 2, 1, num_classes ]
# And then into
# bxy = [ 6 ] bwh = [ 6 ] det_conf = [ 3 ] cls_conf = [ num_classes * 3 ]
# batch = output.size(0)
# H = output.size(2)
# W = output.size(3)
bxy_list = []
bwh_list = []
det_confs_list = []
cls_confs_list = []
for i in range(num_anchors):
begin = i * (5 + num_classes)
end = (i + 1) * (5 + num_classes)
bxy_list.append(output[:, begin : begin + 2])
bwh_list.append(output[:, begin + 2 : begin + 4])
det_confs_list.append(output[:, begin + 4 : begin + 5])
cls_confs_list.append(output[:, begin + 5 : end])
# Shape: [batch, num_anchors * 2, H, W]
bxy = torch.cat(bxy_list, dim=1)
# Shape: [batch, num_anchors * 2, H, W]
bwh = torch.cat(bwh_list, dim=1)
# Shape: [batch, num_anchors, H, W]
det_confs = torch.cat(det_confs_list, dim=1)
# Shape: [batch, num_anchors * H * W]
det_confs = det_confs.view(output.size(0), num_anchors * output.size(2) * output.size(3))
# Shape: [batch, num_anchors * num_classes, H, W]
cls_confs = torch.cat(cls_confs_list, dim=1)
# Shape: [batch, num_anchors, num_classes, H * W]
cls_confs = cls_confs.view(output.size(0), num_anchors, num_classes, output.size(2) * output.size(3))
# Shape: [batch, num_anchors, num_classes, H * W] --> [batch, num_anchors * H * W, num_classes]
cls_confs = cls_confs.permute(0, 1, 3, 2).reshape(output.size(0), num_anchors * output.size(2) * output.size(3), num_classes)
# Apply sigmoid(), exp() and softmax() to slices
#
bxy = torch.sigmoid(bxy) * scale_x_y - 0.5 * (scale_x_y - 1)
bwh = torch.exp(bwh)
det_confs = torch.sigmoid(det_confs)
cls_confs = torch.sigmoid(cls_confs)
# Prepare C-x, C-y, P-w, P-h (None of them are torch related)
grid_x = np.expand_dims(np.expand_dims(np.expand_dims(np.linspace(0, output.size(3) - 1, output.size(3)), axis=0).repeat(output.size(2), 0), axis=0), axis=0)
grid_y = np.expand_dims(np.expand_dims(np.expand_dims(np.linspace(0, output.size(2) - 1, output.size(2)), axis=1).repeat(output.size(3), 1), axis=0), axis=0)
# grid_x = torch.linspace(0, W - 1, W).reshape(1, 1, 1, W).repeat(1, 1, H, 1)
# grid_y = torch.linspace(0, H - 1, H).reshape(1, 1, H, 1).repeat(1, 1, 1, W)
anchor_w = []
anchor_h = []
for i in range(num_anchors):
anchor_w.append(anchors[i * 2])
anchor_h.append(anchors[i * 2 + 1])
device = None
cuda_check = output.is_cuda
if cuda_check:
device = output.get_device()
bx_list = []
by_list = []
bw_list = []
bh_list = []
# Apply C-x, C-y, P-w, P-h
for i in range(num_anchors):
ii = i * 2
# Shape: [batch, 1, H, W]
bx = bxy[:, ii : ii + 1] + torch.tensor(grid_x, device=device, dtype=torch.float32) # grid_x.to(device=device, dtype=torch.float32)
# Shape: [batch, 1, H, W]
by = bxy[:, ii + 1 : ii + 2] + torch.tensor(grid_y, device=device, dtype=torch.float32) # grid_y.to(device=device, dtype=torch.float32)
# Shape: [batch, 1, H, W]
bw = bwh[:, ii : ii + 1] * anchor_w[i]
# Shape: [batch, 1, H, W]
bh = bwh[:, ii + 1 : ii + 2] * anchor_h[i]
bx_list.append(bx)
by_list.append(by)
bw_list.append(bw)
bh_list.append(bh)
########################################
# Figure out bboxes from slices #
########################################
# Shape: [batch, num_anchors, H, W]
bx = torch.cat(bx_list, dim=1)
# Shape: [batch, num_anchors, H, W]
by = torch.cat(by_list, dim=1)
# Shape: [batch, num_anchors, H, W]
bw = torch.cat(bw_list, dim=1)
# Shape: [batch, num_anchors, H, W]
bh = torch.cat(bh_list, dim=1)
# Shape: [batch, 2 * num_anchors, H, W]
bx_bw = torch.cat((bx, bw), dim=1)
# Shape: [batch, 2 * num_anchors, H, W]
by_bh = torch.cat((by, bh), dim=1)
# normalize coordinates to [0, 1]
bx_bw /= output.size(3)
by_bh /= output.size(2)
# Shape: [batch, num_anchors * H * W, 1]
bx = bx_bw[:, :num_anchors].view(output.size(0), num_anchors * output.size(2) * output.size(3), 1)
by = by_bh[:, :num_anchors].view(output.size(0), num_anchors * output.size(2) * output.size(3), 1)
bw = bx_bw[:, num_anchors:].view(output.size(0), num_anchors * output.size(2) * output.size(3), 1)
bh = by_bh[:, num_anchors:].view(output.size(0), num_anchors * output.size(2) * output.size(3), 1)
bx1 = bx - bw * 0.5
by1 = by - bh * 0.5
bx2 = bx1 + bw
by2 = by1 + bh
# Shape: [batch, num_anchors * h * w, 4] -> [batch, num_anchors * h * w, 1, 4]
boxes = torch.cat((bx1, by1, bx2, by2), dim=2).view(output.size(0), num_anchors * output.size(2) * output.size(3), 1, 4)
# boxes = boxes.repeat(1, 1, num_classes, 1)
# boxes: [batch, num_anchors * H * W, 1, 4]
# cls_confs: [batch, num_anchors * H * W, num_classes]
# det_confs: [batch, num_anchors * H * W]
det_confs = det_confs.view(output.size(0), num_anchors * output.size(2) * output.size(3), 1)
confs = cls_confs * det_confs
# boxes: [batch, num_anchors * H * W, 1, 4]
# confs: [batch, num_anchors * H * W, num_classes]
return boxes, confs
class YoloLayer(nn.Module):
"""
Yolo layer
model_out: while inference,is post-processing inside or outside the model
true:outside
"""
def __init__(self, anchor_mask=[], num_classes=0, anchors=[], num_anchors=1, stride=32, model_out=False):
super(YoloLayer, self).__init__()
self.anchor_mask = anchor_mask
self.num_classes = num_classes
self.anchors = anchors
self.num_anchors = num_anchors
self.anchor_step = len(anchors) // num_anchors
self.coord_scale = 1
self.noobject_scale = 1
self.object_scale = 5
self.class_scale = 1
self.thresh = 0.6
self.stride = stride
self.seen = 0
self.scale_x_y = 1
self.model_out = model_out
def forward(self, output, target=None):
if self.training:
return output
masked_anchors = []
for m in self.anchor_mask:
masked_anchors += self.anchors[m * self.anchor_step:(m + 1) * self.anchor_step]
masked_anchors = [anchor / self.stride for anchor in masked_anchors]
return yolo_forward_dynamic(output, self.thresh, self.num_classes, masked_anchors, len(self.anchor_mask),scale_x_y=self.scale_x_y)
def get_region_boxes(boxes_and_confs):
# print('Getting boxes from boxes and confs ...')
boxes_list = []
confs_list = []
for item in boxes_and_confs:
boxes_list.append(item[0])
confs_list.append(item[1])
# boxes: [batch, num1 + num2 + num3, 1, 4]
# confs: [batch, num1 + num2 + num3, num_classes]
boxes = torch.cat(boxes_list, dim=1)
confs = torch.cat(confs_list, dim=1)
return boxes, confs
```
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Evaluate YOLO v4 on Inferentia — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "src/examples/pytorch/yolo_v4", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".ipynb", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><style type="text/css">.CtxtMenu_InfoClose { top:.2em; right:.2em;}
.CtxtMenu_InfoContent { overflow:auto; text-align:left; font-size:80%; padding:.4em .6em; border:1px inset; margin:1em 0px; max-height:20em; max-width:30em; background-color:#EEEEEE; white-space:normal;}
.CtxtMenu_Info.CtxtMenu_MousePost {outline:none;}
.CtxtMenu_Info { position:fixed; left:50%; width:auto; text-align:center; border:3px outset; padding:1em 2em; background-color:#DDDDDD; color:black; cursor:default; font-family:message-box; font-size:120%; font-style:normal; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 15px; /* Opera 10.5 and IE9 */ -webkit-border-radius:15px; /* Safari and Chrome */ -moz-border-radius:15px; /* Firefox */ -khtml-border-radius:15px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */ filter:progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color="gray", Positive="true"); /* IE */}
</style><style type="text/css">.CtxtMenu_MenuClose { position:absolute; cursor:pointer; display:inline-block; border:2px solid #AAA; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ font-family: "Courier New", Courier; font-size:24px; color:#F0F0F0}
.CtxtMenu_MenuClose span { display:block; background-color:#AAA; border:1.5px solid; border-radius:18px; -webkit-border-radius: 18px; /* Safari and Chrome */ -moz-border-radius: 18px; /* Firefox */ -khtml-border-radius: 18px; /* Konqueror */ line-height:0; padding:8px 0 6px /* may need to be browser-specific */}
.CtxtMenu_MenuClose:hover { color:white!important; border:2px solid #CCC!important}
.CtxtMenu_MenuClose:hover span { background-color:#CCC!important}
.CtxtMenu_MenuClose:hover:focus { outline:none}
</style><style type="text/css">.CtxtMenu_Menu { position:absolute; background-color:white; color:black; width:auto; padding:5px 0px; border:1px solid #CCCCCC; margin:0; cursor:default; font: menu; text-align:left; text-indent:0; text-transform:none; line-height:normal; letter-spacing:normal; word-spacing:normal; word-wrap:normal; white-space:nowrap; float:none; z-index:201; border-radius: 5px; /* Opera 10.5 and IE9 */ -webkit-border-radius: 5px; /* Safari and Chrome */ -moz-border-radius: 5px; /* Firefox */ -khtml-border-radius: 5px; /* Konqueror */ box-shadow:0px 10px 20px #808080; /* Opera 10.5 and IE9 */ -webkit-box-shadow:0px 10px 20px #808080; /* Safari 3 & Chrome */ -moz-box-shadow:0px 10px 20px #808080; /* Forefox 3.5 */ -khtml-box-shadow:0px 10px 20px #808080; /* Konqueror */}
.CtxtMenu_MenuItem { padding: 1px 2em; background:transparent;}
.CtxtMenu_MenuArrow { position:absolute; right:.5em; padding-top:.25em; color:#666666; font-family: null; font-size: .75em}
.CtxtMenu_MenuActive .CtxtMenu_MenuArrow {color:white}
.CtxtMenu_MenuArrow.CtxtMenu_RTL {left:.5em; right:auto}
.CtxtMenu_MenuCheck { position:absolute; left:.7em; font-family: null}
.CtxtMenu_MenuCheck.CtxtMenu_RTL { right:.7em; left:auto }
.CtxtMenu_MenuRadioCheck { position:absolute; left: .7em;}
.CtxtMenu_MenuRadioCheck.CtxtMenu_RTL { right: .7em; left:auto}
.CtxtMenu_MenuInputBox { padding-left: 1em; right:.5em; color:#666666; font-family: null;}
.CtxtMenu_MenuInputBox.CtxtMenu_RTL { left: .1em;}
.CtxtMenu_MenuComboBox { left:.1em; padding-bottom:.5em;}
.CtxtMenu_MenuSlider { left: .1em;}
.CtxtMenu_SliderValue { position:absolute; right:.1em; padding-top:.25em; color:#333333; font-size: .75em}
.CtxtMenu_SliderBar { outline: none; background: #d3d3d3}
.CtxtMenu_MenuLabel { padding: 1px 2em 3px 1.33em; font-style:italic}
.CtxtMenu_MenuRule { border-top: 1px solid #DDDDDD; margin: 4px 3px;}
.CtxtMenu_MenuDisabled { color:GrayText}
.CtxtMenu_MenuActive { background-color: #606872; color: white;}
.CtxtMenu_MenuDisabled:focus { background-color: #E8E8E8}
.CtxtMenu_MenuLabel:focus { background-color: #E8E8E8}
.CtxtMenu_ContextMenu:focus { outline:none}
.CtxtMenu_ContextMenu .CtxtMenu_MenuItem:focus { outline:none}
.CtxtMenu_SelectionMenu { position:relative; float:left; border-bottom: none; -webkit-box-shadow:none; -webkit-border-radius:0px; }
.CtxtMenu_SelectionItem { padding-right: 1em;}
.CtxtMenu_Selection { right: 40%; width:50%; }
.CtxtMenu_SelectionBox { padding: 0em; max-height:20em; max-width: none; background-color:#FFFFFF;}
.CtxtMenu_SelectionDivider { clear: both; border-top: 2px solid #000000;}
.CtxtMenu_Menu .CtxtMenu_MenuClose { top:-10px; left:-10px}
</style><style id="MJX-CHTML-styles">
mjx-container[jax="CHTML"] {
line-height: 0;
}
mjx-container [space="1"] {
margin-left: .111em;
}
mjx-container [space="2"] {
margin-left: .167em;
}
mjx-container [space="3"] {
margin-left: .222em;
}
mjx-container [space="4"] {
margin-left: .278em;
}
mjx-container [space="5"] {
margin-left: .333em;
}
mjx-container [rspace="1"] {
margin-right: .111em;
}
mjx-container [rspace="2"] {
margin-right: .167em;
}
mjx-container [rspace="3"] {
margin-right: .222em;
}
mjx-container [rspace="4"] {
margin-right: .278em;
}
mjx-container [rspace="5"] {
margin-right: .333em;
}
mjx-container [size="s"] {
font-size: 70.7%;
}
mjx-container [size="ss"] {
font-size: 50%;
}
mjx-container [size="Tn"] {
font-size: 60%;
}
mjx-container [size="sm"] {
font-size: 85%;
}
mjx-container [size="lg"] {
font-size: 120%;
}
mjx-container [size="Lg"] {
font-size: 144%;
}
mjx-container [size="LG"] {
font-size: 173%;
}
mjx-container [size="hg"] {
font-size: 207%;
}
mjx-container [size="HG"] {
font-size: 249%;
}
mjx-container [width="full"] {
width: 100%;
}
mjx-box {
display: inline-block;
}
mjx-block {
display: block;
}
mjx-itable {
display: inline-table;
}
mjx-row {
display: table-row;
}
mjx-row > * {
display: table-cell;
}
mjx-mtext {
display: inline-block;
}
mjx-mstyle {
display: inline-block;
}
mjx-merror {
display: inline-block;
color: red;
background-color: yellow;
}
mjx-mphantom {
visibility: hidden;
}
_::-webkit-full-page-media, _:future, :root mjx-container {
will-change: opacity;
}
mjx-assistive-mml {
position: absolute !important;
top: 0px;
left: 0px;
clip: rect(1px, 1px, 1px, 1px);
padding: 1px 0px 0px 0px !important;
border: 0px !important;
display: block !important;
width: auto !important;
overflow: hidden !important;
-webkit-touch-callout: none;
-webkit-user-select: none;
-khtml-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
mjx-assistive-mml[display="block"] {
width: 100% !important;
}
mjx-c::before {
display: block;
width: 0;
}
.MJX-TEX {
font-family: MJXZERO, MJXTEX;
}
.TEX-B {
font-family: MJXZERO, MJXTEX-B;
}
.TEX-I {
font-family: MJXZERO, MJXTEX-I;
}
.TEX-MI {
font-family: MJXZERO, MJXTEX-MI;
}
.TEX-BI {
font-family: MJXZERO, MJXTEX-BI;
}
.TEX-S1 {
font-family: MJXZERO, MJXTEX-S1;
}
.TEX-S2 {
font-family: MJXZERO, MJXTEX-S2;
}
.TEX-S3 {
font-family: MJXZERO, MJXTEX-S3;
}
.TEX-S4 {
font-family: MJXZERO, MJXTEX-S4;
}
.TEX-A {
font-family: MJXZERO, MJXTEX-A;
}
.TEX-C {
font-family: MJXZERO, MJXTEX-C;
}
.TEX-CB {
font-family: MJXZERO, MJXTEX-CB;
}
.TEX-FR {
font-family: MJXZERO, MJXTEX-FR;
}
.TEX-FRB {
font-family: MJXZERO, MJXTEX-FRB;
}
.TEX-SS {
font-family: MJXZERO, MJXTEX-SS;
}
.TEX-SSB {
font-family: MJXZERO, MJXTEX-SSB;
}
.TEX-SSI {
font-family: MJXZERO, MJXTEX-SSI;
}
.TEX-SC {
font-family: MJXZERO, MJXTEX-SC;
}
.TEX-T {
font-family: MJXZERO, MJXTEX-T;
}
.TEX-V {
font-family: MJXZERO, MJXTEX-V;
}
.TEX-VB {
font-family: MJXZERO, MJXTEX-VB;
}
mjx-stretchy-v mjx-c, mjx-stretchy-h mjx-c {
font-family: MJXZERO, MJXTEX-S1, MJXTEX-S4, MJXTEX, MJXTEX-A ! important;
}
@font-face /* 0 */ {
font-family: MJXZERO;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Zero.woff") format("woff");
}
@font-face /* 1 */ {
font-family: MJXTEX;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Regular.woff") format("woff");
}
@font-face /* 2 */ {
font-family: MJXTEX-B;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Bold.woff") format("woff");
}
@font-face /* 3 */ {
font-family: MJXTEX-I;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-Italic.woff") format("woff");
}
@font-face /* 4 */ {
font-family: MJXTEX-MI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Main-Italic.woff") format("woff");
}
@font-face /* 5 */ {
font-family: MJXTEX-BI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Math-BoldItalic.woff") format("woff");
}
@font-face /* 6 */ {
font-family: MJXTEX-S1;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size1-Regular.woff") format("woff");
}
@font-face /* 7 */ {
font-family: MJXTEX-S2;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size2-Regular.woff") format("woff");
}
@font-face /* 8 */ {
font-family: MJXTEX-S3;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size3-Regular.woff") format("woff");
}
@font-face /* 9 */ {
font-family: MJXTEX-S4;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Size4-Regular.woff") format("woff");
}
@font-face /* 10 */ {
font-family: MJXTEX-A;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_AMS-Regular.woff") format("woff");
}
@font-face /* 11 */ {
font-family: MJXTEX-C;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Regular.woff") format("woff");
}
@font-face /* 12 */ {
font-family: MJXTEX-CB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Calligraphic-Bold.woff") format("woff");
}
@font-face /* 13 */ {
font-family: MJXTEX-FR;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Regular.woff") format("woff");
}
@font-face /* 14 */ {
font-family: MJXTEX-FRB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Fraktur-Bold.woff") format("woff");
}
@font-face /* 15 */ {
font-family: MJXTEX-SS;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Regular.woff") format("woff");
}
@font-face /* 16 */ {
font-family: MJXTEX-SSB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Bold.woff") format("woff");
}
@font-face /* 17 */ {
font-family: MJXTEX-SSI;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_SansSerif-Italic.woff") format("woff");
}
@font-face /* 18 */ {
font-family: MJXTEX-SC;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Script-Regular.woff") format("woff");
}
@font-face /* 19 */ {
font-family: MJXTEX-T;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Typewriter-Regular.woff") format("woff");
}
@font-face /* 20 */ {
font-family: MJXTEX-V;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Regular.woff") format("woff");
}
@font-face /* 21 */ {
font-family: MJXTEX-VB;
src: url("https://cdn.jsdelivr.net/npm/mathjax@3/es5/output/chtml/fonts/woff-v2/MathJax_Vector-Bold.woff") format("woff");
}
</style><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../general/devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/arch/neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../general/troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../general/support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../general/contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/src/examples/pytorch/yolo_v4.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/src/examples/pytorch/yolo_v4.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/src/examples/pytorch/yolo_v4.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/src/examples/pytorch/yolo_v4.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/src/examples/pytorch/yolo_v4.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/src/examples/pytorch/yolo_v4.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/src/examples/pytorch/yolo_v4.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/src/examples/pytorch/yolo_v4.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/src/examples/pytorch/yolo_v4.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/src/examples/pytorch/yolo_v4.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/src/examples/pytorch/yolo_v4.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/src/examples/pytorch/yolo_v4.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/src/examples/pytorch/yolo_v4.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/src/examples/pytorch/yolo_v4.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/src/examples/pytorch/yolo_v4.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/src/examples/pytorch/yolo_v4.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/src/examples/pytorch/yolo_v4.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/src/examples/pytorch/yolo_v4.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/src/examples/pytorch/yolo_v4.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/src/examples/pytorch/yolo_v4.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/src/examples/pytorch/yolo_v4.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/src/examples/pytorch/yolo_v4.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/src/examples/pytorch/yolo_v4.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/src/examples/pytorch/yolo_v4.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/src/examples/pytorch/yolo_v4.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/src/examples/pytorch/yolo_v4.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/src/examples/pytorch/yolo_v4.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/src/examples/pytorch/yolo_v4.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/src/examples/pytorch/yolo_v4.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/src/examples/pytorch/yolo_v4.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//src/examples/pytorch/yolo_v4.ipynb">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fsrc/examples/pytorch/yolo_v4.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/src/examples/pytorch/yolo_v4.ipynb" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/src/examples/pytorch/yolo_v4.ipynb.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.ipynb</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
<label for="__page-toc" class="headerbtn headerbtn-page-toc">
<span class="headerbtn__icon-container">
<i class="fas fa-list"></i>
</span>
</label>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
<div class="tocsection onthispage pt-5 pb-3">
<i class="fas fa-list"></i> Contents
</div>
<nav id="bd-toc-nav" aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction">
Introduction
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-1:-Define-YOLO-v4-model-in-PyTorch">
Part 1: Define YOLO v4 model in PyTorch
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-2:-Download-the-COCO-2017-evaluation-dataset-and-define-the-data-loader-function">
Part 2: Download the COCO 2017 evaluation dataset and define the data loader function
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Download-dataset">
Download dataset
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-data-loader">
Define data loader
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Load-dataset">
Load dataset
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-some-helper-functions-for-deployment-(inference)">
Define some helper functions for deployment (inference)
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Download-pretrained-checkpoint">
Download pretrained checkpoint
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-3:-Build,-Compile,-and-Save-Neuron-Optimized-YOLO-v4-TorchScript">
Part 3: Build, Compile, and Save Neuron-Optimized YOLO v4 TorchScript
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Construct-model-and-load-pretrained-checkpoint">
Construct model and load pretrained checkpoint
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Execute-inference-for-a-single-image-and-display-output">
Execute inference for a single image and display output
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-compilation-with-manually-specified-device-placement">
Run compilation with manually specified device placement
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-4:-Evaluate-Accuracy-on-the-COCO-2017-Dataset">
Part 4: Evaluate Accuracy on the COCO 2017 Dataset
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Load-compiled-model-and-run-inference">
Load compiled model and run inference
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-5:-Benchmark-COCO-Dataset-Performance-of-the-Neuron-Optimized-TorchScript">
Part 5: Benchmark COCO Dataset Performance of the Neuron-Optimized TorchScript
</a>
</li>
</ul>
</nav>
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>Evaluate YOLO v4 on Inferentia</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Introduction">
Introduction
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Install-Dependencies:">
Install Dependencies:
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-1:-Define-YOLO-v4-model-in-PyTorch">
Part 1: Define YOLO v4 model in PyTorch
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-2:-Download-the-COCO-2017-evaluation-dataset-and-define-the-data-loader-function">
Part 2: Download the COCO 2017 evaluation dataset and define the data loader function
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Download-dataset">
Download dataset
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-data-loader">
Define data loader
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Load-dataset">
Load dataset
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Define-some-helper-functions-for-deployment-(inference)">
Define some helper functions for deployment (inference)
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Download-pretrained-checkpoint">
Download pretrained checkpoint
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-3:-Build,-Compile,-and-Save-Neuron-Optimized-YOLO-v4-TorchScript">
Part 3: Build, Compile, and Save Neuron-Optimized YOLO v4 TorchScript
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Construct-model-and-load-pretrained-checkpoint">
Construct model and load pretrained checkpoint
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Execute-inference-for-a-single-image-and-display-output">
Execute inference for a single image and display output
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Run-compilation-with-manually-specified-device-placement">
Run compilation with manually specified device placement
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-4:-Evaluate-Accuracy-on-the-COCO-2017-Dataset">
Part 4: Evaluate Accuracy on the COCO 2017 Dataset
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#Load-compiled-model-and-run-inference">
Load compiled model and run inference
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#Part-5:-Benchmark-COCO-Dataset-Performance-of-the-Neuron-Optimized-TorchScript">
Part 5: Benchmark COCO Dataset Performance of the Neuron-Optimized TorchScript
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<style>
/* CSS for nbsphinx extension */
/* remove conflicting styling from Sphinx themes */
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt *,
div.nbinput.container div.input_area pre,
div.nboutput.container div.output_area pre,
div.nbinput.container div.input_area .highlight,
div.nboutput.container div.output_area .highlight {
border: none;
padding: 0;
margin: 0;
box-shadow: none;
}
div.nbinput.container > div[class*=highlight],
div.nboutput.container > div[class*=highlight] {
margin: 0;
}
div.nbinput.container div.prompt *,
div.nboutput.container div.prompt * {
background: none;
}
div.nboutput.container div.output_area .highlight,
div.nboutput.container div.output_area pre {
background: unset;
}
div.nboutput.container div.output_area div.highlight {
color: unset; /* override Pygments text color */
}
/* avoid gaps between output lines */
div.nboutput.container div[class*=highlight] pre {
line-height: normal;
}
/* input/output containers */
div.nbinput.container,
div.nboutput.container {
display: -webkit-flex;
display: flex;
align-items: flex-start;
margin: 0;
width: 100%;
}
@media (max-width: 540px) {
div.nbinput.container,
div.nboutput.container {
flex-direction: column;
}
}
/* input container */
div.nbinput.container {
padding-top: 5px;
}
/* last container */
div.nblast.container {
padding-bottom: 5px;
}
/* input prompt */
div.nbinput.container div.prompt pre {
color: #307FC1;
}
/* output prompt */
div.nboutput.container div.prompt pre {
color: #BF5B3D;
}
/* all prompts */
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: 4.5ex;
padding-top: 5px;
position: relative;
user-select: none;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: absolute;
right: 0;
margin-right: 0.3ex;
}
@media (max-width: 540px) {
div.nbinput.container div.prompt,
div.nboutput.container div.prompt {
width: unset;
text-align: left;
padding: 0.4em;
}
div.nboutput.container div.prompt.empty {
padding: 0;
}
div.nbinput.container div.prompt > div,
div.nboutput.container div.prompt > div {
position: unset;
}
}
/* disable scrollbars on prompts */
div.nbinput.container div.prompt pre,
div.nboutput.container div.prompt pre {
overflow: hidden;
}
/* input/output area */
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
-webkit-flex: 1;
flex: 1;
overflow: auto;
}
@media (max-width: 540px) {
div.nbinput.container div.input_area,
div.nboutput.container div.output_area {
width: 100%;
}
}
/* input area */
div.nbinput.container div.input_area {
border: 1px solid #e0e0e0;
border-radius: 2px;
/*background: #f5f5f5;*/
}
/* override MathJax center alignment in output cells */
div.nboutput.container div[class*=MathJax] {
text-align: left !important;
}
/* override sphinx.ext.imgmath center alignment in output cells */
div.nboutput.container div.math p {
text-align: left;
}
/* standard error */
div.nboutput.container div.output_area.stderr {
background: #fdd;
}
/* ANSI colors */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }
.ansi-default-inverse-fg { color: #FFFFFF; }
.ansi-default-inverse-bg { background-color: #000000; }
.ansi-bold { font-weight: bold; }
.ansi-underline { text-decoration: underline; }
div.nbinput.container div.input_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight] > pre,
div.nboutput.container div.output_area div[class*=highlight].math,
div.nboutput.container div.output_area.rendered_html,
div.nboutput.container div.output_area > div.output_javascript,
div.nboutput.container div.output_area:not(.rendered_html) > img{
padding: 5px;
margin: 0;
}
/* fix copybtn overflow problem in chromium (needed for 'sphinx_copybutton') */
div.nbinput.container div.input_area > div[class^='highlight'],
div.nboutput.container div.output_area > div[class^='highlight']{
overflow-y: hidden;
}
/* hide copybtn icon on prompts (needed for 'sphinx_copybutton') */
.prompt .copybtn {
display: none;
}
/* Some additional styling taken form the Jupyter notebook CSS */
.jp-RenderedHTMLCommon table,
div.rendered_html table {
border: none;
border-collapse: collapse;
border-spacing: 0;
color: black;
font-size: 12px;
table-layout: fixed;
}
.jp-RenderedHTMLCommon thead,
div.rendered_html thead {
border-bottom: 1px solid black;
vertical-align: bottom;
}
.jp-RenderedHTMLCommon tr,
.jp-RenderedHTMLCommon th,
.jp-RenderedHTMLCommon td,
div.rendered_html tr,
div.rendered_html th,
div.rendered_html td {
text-align: right;
vertical-align: middle;
padding: 0.5em 0.5em;
line-height: normal;
white-space: normal;
max-width: none;
border: none;
}
.jp-RenderedHTMLCommon th,
div.rendered_html th {
font-weight: bold;
}
.jp-RenderedHTMLCommon tbody tr:nth-child(odd),
div.rendered_html tbody tr:nth-child(odd) {
background: #f5f5f5;
}
.jp-RenderedHTMLCommon tbody tr:hover,
div.rendered_html tbody tr:hover {
background: rgba(66, 165, 245, 0.2);
}
</style>
<div class="section" id="Evaluate-YOLO-v4-on-Inferentia">
<h1>Evaluate YOLO v4 on Inferentia<a class="headerlink" href="#Evaluate-YOLO-v4-on-Inferentia" title="Permalink to this headline">#</a></h1>
<div class="section" id="Introduction">
<h2>Introduction<a class="headerlink" href="#Introduction" title="Permalink to this headline">#</a></h2>
<p>This tutorial walks through compiling and evaluating YOLO v4 model implemented in PyTorch on Inferentia.</p>
<p>The tutorial has five main sections:</p>
<ol class="arabic simple">
<li><p>Define YOLO v4 model in PyTorch</p></li>
<li><p>Download the COCO 2017 evaluation dataset and define the data loader function</p></li>
<li><p>Build, Compile, and Save Neuron-Optimized YOLO v4 TorchScript</p></li>
<li><p>Evaluate Accuracy on the COCO 2017 Dataset</p></li>
<li><p>Benchmark COCO Dataset Performance of the Neuron-Optimized TorchScript</p></li>
</ol>
<p>Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the <a class="reference external" href="../../../frameworks/torch/torch-neuron/setup/pytorch-install.html">PyTorch Installation Guide</a>. You can select the kernel from the “Kernel -> Change Kernel” option on the top of this Jupyter notebook page.</p>
</div>
<div class="section" id="Install-Dependencies:">
<h2>Install Dependencies:<a class="headerlink" href="#Install-Dependencies:" title="Permalink to this headline">#</a></h2>
<p>This tutorial requires the following pip packages:</p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">torchvision</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">pillow</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">pycocotools</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">neuron-cc[tensorflow]</span></code></p></li>
</ul>
<p>Many of these packages will be installed by default when configuring your environment using the Neuron PyTorch setup guide. The additional dependencies must be installed here.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span>--upgrade<span class="w"> </span>pillow<span class="w"> </span>pycocotools
</pre></div>
</div>
</div>
</div>
<div class="section" id="Part-1:-Define-YOLO-v4-model-in-PyTorch">
<h2>Part 1: Define YOLO v4 model in PyTorch<a class="headerlink" href="#Part-1:-Define-YOLO-v4-model-in-PyTorch" title="Permalink to this headline">#</a></h2>
<p>The following PyTorch model definition is from <a class="reference external" href="https://github.com/Tianxiaomo/pytorch-YOLOv4/">https://github.com/Tianxiaomo/pytorch-YOLOv4/</a>.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torch.neuron</span>
<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
<span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="c1"># Setting up NeuronCore groups for inf1.6xlarge with 16 cores</span>
<span class="n">n_cores</span> <span class="o">=</span> <span class="mi">16</span> <span class="c1"># This value should be 4 on inf1.xlarge and inf1.2xlarge</span>
<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">n_cores</span><span class="p">)</span>
<span class="k">class</span> <span class="nc">Mish</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">*</span> <span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tanh</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">softplus</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
<span class="k">return</span> <span class="n">x</span>
<span class="k">class</span> <span class="nc">Upsample</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">(</span><span class="n">Upsample</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">target_size</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="k">assert</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">dim</span><span class="p">()</span> <span class="o">==</span> <span class="mi">4</span><span class="p">)</span>
<span class="k">if</span> <span class="n">inference</span><span class="p">:</span>
<span class="k">return</span> <span class="n">x</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="mi">1</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span>\
<span class="n">expand</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">target_size</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">//</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="n">target_size</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">//</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span><span class="o">.</span>\
<span class="n">contiguous</span><span class="p">()</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">target_size</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">target_size</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="n">F</span><span class="o">.</span><span class="n">interpolate</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="n">target_size</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">target_size</span><span class="p">[</span><span class="mi">3</span><span class="p">]),</span> <span class="n">mode</span><span class="o">=</span><span class="s1">'nearest'</span><span class="p">)</span>
<span class="k">class</span> <span class="nc">Conv_Bn_Activation</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">in_channels</span><span class="p">,</span> <span class="n">out_channels</span><span class="p">,</span> <span class="n">kernel_size</span><span class="p">,</span> <span class="n">stride</span><span class="p">,</span> <span class="n">activation</span><span class="p">,</span> <span class="n">bn</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="n">pad</span> <span class="o">=</span> <span class="p">(</span><span class="n">kernel_size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
<span class="k">if</span> <span class="n">bias</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">in_channels</span><span class="p">,</span> <span class="n">out_channels</span><span class="p">,</span> <span class="n">kernel_size</span><span class="p">,</span> <span class="n">stride</span><span class="p">,</span> <span class="n">pad</span><span class="p">))</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Conv2d</span><span class="p">(</span><span class="n">in_channels</span><span class="p">,</span> <span class="n">out_channels</span><span class="p">,</span> <span class="n">kernel_size</span><span class="p">,</span> <span class="n">stride</span><span class="p">,</span> <span class="n">pad</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
<span class="k">if</span> <span class="n">bn</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">BatchNorm2d</span><span class="p">(</span><span class="n">out_channels</span><span class="p">))</span>
<span class="k">if</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">"mish"</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Mish</span><span class="p">())</span>
<span class="k">elif</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">"relu"</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
<span class="k">elif</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">"leaky"</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
<span class="k">elif</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">"linear"</span><span class="p">:</span>
<span class="k">pass</span>
<span class="k">else</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"activate error !!! </span><span class="si">{}</span><span class="s2"> </span><span class="si">{}</span><span class="s2"> </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">_getframe</span><span class="p">()</span><span class="o">.</span><span class="n">f_code</span><span class="o">.</span><span class="n">co_filename</span><span class="p">,</span>
<span class="n">sys</span><span class="o">.</span><span class="n">_getframe</span><span class="p">()</span><span class="o">.</span><span class="n">f_code</span><span class="o">.</span><span class="n">co_name</span><span class="p">,</span> <span class="n">sys</span><span class="o">.</span><span class="n">_getframe</span><span class="p">()</span><span class="o">.</span><span class="n">f_lineno</span><span class="p">))</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
<span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv</span><span class="p">:</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">l</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x</span>
<span class="k">class</span> <span class="nc">ResBlock</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Sequential residual blocks each of which consists of \</span>
<span class="sd"> two convolution layers.</span>
<span class="sd"> Args:</span>
<span class="sd"> ch (int): number of input and output channels.</span>
<span class="sd"> nblocks (int): number of residual blocks.</span>
<span class="sd"> shortcut (bool): if True, residual tensor addition is enabled.</span>
<span class="sd"> """</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ch</span><span class="p">,</span> <span class="n">nblocks</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">shortcut</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">shortcut</span> <span class="o">=</span> <span class="n">shortcut</span>
<span class="bp">self</span><span class="o">.</span><span class="n">module_list</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nblocks</span><span class="p">):</span>
<span class="n">resblock_one</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
<span class="n">resblock_one</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="n">ch</span><span class="p">,</span> <span class="n">ch</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">))</span>
<span class="n">resblock_one</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="n">ch</span><span class="p">,</span> <span class="n">ch</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">))</span>
<span class="bp">self</span><span class="o">.</span><span class="n">module_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">resblock_one</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
<span class="k">for</span> <span class="n">module</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">module_list</span><span class="p">:</span>
<span class="n">h</span> <span class="o">=</span> <span class="n">x</span>
<span class="k">for</span> <span class="n">res</span> <span class="ow">in</span> <span class="n">module</span><span class="p">:</span>
<span class="n">h</span> <span class="o">=</span> <span class="n">res</span><span class="p">(</span><span class="n">h</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="n">h</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">shortcut</span> <span class="k">else</span> <span class="n">h</span>
<span class="k">return</span> <span class="n">x</span>
<span class="k">class</span> <span class="nc">DownSample1</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="c1"># [route]</span>
<span class="c1"># layers = -2</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv6</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="c1"># [shortcut]</span>
<span class="c1"># from=-3</span>
<span class="c1"># activation = linear</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv7</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="c1"># [route]</span>
<span class="c1"># layers = -1, -7</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv8</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
<span class="c1"># route -2</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="n">x6</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv6</span><span class="p">(</span><span class="n">x5</span><span class="p">)</span>
<span class="c1"># shortcut -3</span>
<span class="n">x6</span> <span class="o">=</span> <span class="n">x6</span> <span class="o">+</span> <span class="n">x4</span>
<span class="n">x7</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv7</span><span class="p">(</span><span class="n">x6</span><span class="p">)</span>
<span class="c1"># [route]</span>
<span class="c1"># layers = -1, -7</span>
<span class="n">x7</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x7</span><span class="p">,</span> <span class="n">x3</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x8</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv8</span><span class="p">(</span><span class="n">x7</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x8</span>
<span class="k">class</span> <span class="nc">DownSample2</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="c1"># r -2</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">resblock</span> <span class="o">=</span> <span class="n">ResBlock</span><span class="p">(</span><span class="n">ch</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">nblocks</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="c1"># s -3</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="c1"># r -1 -10</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">resblock</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x4</span><span class="p">,</span> <span class="n">x2</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x5</span>
<span class="k">class</span> <span class="nc">DownSample3</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">resblock</span> <span class="o">=</span> <span class="n">ResBlock</span><span class="p">(</span><span class="n">ch</span><span class="o">=</span><span class="mi">128</span><span class="p">,</span> <span class="n">nblocks</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">resblock</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x4</span><span class="p">,</span> <span class="n">x2</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x5</span>
<span class="k">class</span> <span class="nc">DownSample4</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">resblock</span> <span class="o">=</span> <span class="n">ResBlock</span><span class="p">(</span><span class="n">ch</span><span class="o">=</span><span class="mi">256</span><span class="p">,</span> <span class="n">nblocks</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">resblock</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x4</span><span class="p">,</span> <span class="n">x2</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x5</span>
<span class="k">class</span> <span class="nc">DownSample5</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">resblock</span> <span class="o">=</span> <span class="n">ResBlock</span><span class="p">(</span><span class="n">ch</span><span class="o">=</span><span class="mi">512</span><span class="p">,</span> <span class="n">nblocks</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'mish'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">resblock</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x4</span><span class="p">,</span> <span class="n">x2</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x5</span>
<span class="k">class</span> <span class="nc">Neck</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">inference</span> <span class="o">=</span> <span class="n">inference</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># SPP</span>
<span class="bp">self</span><span class="o">.</span><span class="n">maxpool1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">5</span> <span class="o">//</span> <span class="mi">2</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">maxpool2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">9</span> <span class="o">//</span> <span class="mi">2</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">maxpool3</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span><span class="o">=</span><span class="mi">13</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">13</span> <span class="o">//</span> <span class="mi">2</span><span class="p">)</span>
<span class="c1"># R -1 -3 -5 -6</span>
<span class="c1"># SPP</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">2048</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv6</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv7</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># UP</span>
<span class="bp">self</span><span class="o">.</span><span class="n">upsample1</span> <span class="o">=</span> <span class="n">Upsample</span><span class="p">()</span>
<span class="c1"># R 85</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv8</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># R -1 -3</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv9</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv10</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv11</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv12</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv13</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv14</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># UP</span>
<span class="bp">self</span><span class="o">.</span><span class="n">upsample2</span> <span class="o">=</span> <span class="n">Upsample</span><span class="p">()</span>
<span class="c1"># R 54</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv15</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># R -1 -3</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv16</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv17</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv18</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv19</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv20</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">,</span> <span class="n">downsample4</span><span class="p">,</span> <span class="n">downsample3</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
<span class="c1"># SPP</span>
<span class="n">m1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool1</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">m2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool2</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">m3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">maxpool3</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">spp</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">m3</span><span class="p">,</span> <span class="n">m2</span><span class="p">,</span> <span class="n">m1</span><span class="p">,</span> <span class="n">x3</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># SPP end</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">spp</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="n">x6</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv6</span><span class="p">(</span><span class="n">x5</span><span class="p">)</span>
<span class="n">x7</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv7</span><span class="p">(</span><span class="n">x6</span><span class="p">)</span>
<span class="c1"># UP</span>
<span class="n">up</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">upsample1</span><span class="p">(</span><span class="n">x7</span><span class="p">,</span> <span class="n">downsample4</span><span class="o">.</span><span class="n">size</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">inference</span><span class="p">)</span>
<span class="c1"># R 85</span>
<span class="n">x8</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv8</span><span class="p">(</span><span class="n">downsample4</span><span class="p">)</span>
<span class="c1"># R -1 -3</span>
<span class="n">x8</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x8</span><span class="p">,</span> <span class="n">up</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x9</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv9</span><span class="p">(</span><span class="n">x8</span><span class="p">)</span>
<span class="n">x10</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv10</span><span class="p">(</span><span class="n">x9</span><span class="p">)</span>
<span class="n">x11</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv11</span><span class="p">(</span><span class="n">x10</span><span class="p">)</span>
<span class="n">x12</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv12</span><span class="p">(</span><span class="n">x11</span><span class="p">)</span>
<span class="n">x13</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv13</span><span class="p">(</span><span class="n">x12</span><span class="p">)</span>
<span class="n">x14</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv14</span><span class="p">(</span><span class="n">x13</span><span class="p">)</span>
<span class="c1"># UP</span>
<span class="n">up</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">upsample2</span><span class="p">(</span><span class="n">x14</span><span class="p">,</span> <span class="n">downsample3</span><span class="o">.</span><span class="n">size</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">inference</span><span class="p">)</span>
<span class="c1"># R 54</span>
<span class="n">x15</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv15</span><span class="p">(</span><span class="n">downsample3</span><span class="p">)</span>
<span class="c1"># R -1 -3</span>
<span class="n">x15</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x15</span><span class="p">,</span> <span class="n">up</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x16</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv16</span><span class="p">(</span><span class="n">x15</span><span class="p">)</span>
<span class="n">x17</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv17</span><span class="p">(</span><span class="n">x16</span><span class="p">)</span>
<span class="n">x18</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv18</span><span class="p">(</span><span class="n">x17</span><span class="p">)</span>
<span class="n">x19</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv19</span><span class="p">(</span><span class="n">x18</span><span class="p">)</span>
<span class="n">x20</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv20</span><span class="p">(</span><span class="n">x19</span><span class="p">)</span>
<span class="k">return</span> <span class="n">x20</span><span class="p">,</span> <span class="n">x13</span><span class="p">,</span> <span class="n">x6</span>
<span class="k">class</span> <span class="nc">Yolov4Head</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">output_ch</span><span class="p">,</span> <span class="n">n_classes</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">inference</span> <span class="o">=</span> <span class="n">inference</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv1</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv2</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">output_ch</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'linear'</span><span class="p">,</span> <span class="n">bn</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">yolo1</span> <span class="o">=</span> <span class="n">YoloLayer</span><span class="p">(</span>
<span class="n">anchor_mask</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="n">num_classes</span><span class="o">=</span><span class="n">n_classes</span><span class="p">,</span>
<span class="n">anchors</span><span class="o">=</span><span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span> <span class="mi">146</span><span class="p">,</span> <span class="mi">142</span><span class="p">,</span> <span class="mi">110</span><span class="p">,</span> <span class="mi">192</span><span class="p">,</span> <span class="mi">243</span><span class="p">,</span> <span class="mi">459</span><span class="p">,</span> <span class="mi">401</span><span class="p">],</span>
<span class="n">num_anchors</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
<span class="c1"># R -4</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv3</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># R -1 -16</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv4</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv5</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv6</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv7</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv8</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv9</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv10</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="n">output_ch</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'linear'</span><span class="p">,</span> <span class="n">bn</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">yolo2</span> <span class="o">=</span> <span class="n">YoloLayer</span><span class="p">(</span>
<span class="n">anchor_mask</span><span class="o">=</span><span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span> <span class="n">num_classes</span><span class="o">=</span><span class="n">n_classes</span><span class="p">,</span>
<span class="n">anchors</span><span class="o">=</span><span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span> <span class="mi">146</span><span class="p">,</span> <span class="mi">142</span><span class="p">,</span> <span class="mi">110</span><span class="p">,</span> <span class="mi">192</span><span class="p">,</span> <span class="mi">243</span><span class="p">,</span> <span class="mi">459</span><span class="p">,</span> <span class="mi">401</span><span class="p">],</span>
<span class="n">num_anchors</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="c1"># R -4</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv11</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="c1"># R -1 -37</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv12</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv13</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv14</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv15</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv16</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="mi">512</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv17</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="mi">1024</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'leaky'</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conv18</span> <span class="o">=</span> <span class="n">Conv_Bn_Activation</span><span class="p">(</span><span class="mi">1024</span><span class="p">,</span> <span class="n">output_ch</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'linear'</span><span class="p">,</span> <span class="n">bn</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">yolo3</span> <span class="o">=</span> <span class="n">YoloLayer</span><span class="p">(</span>
<span class="n">anchor_mask</span><span class="o">=</span><span class="p">[</span><span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">],</span> <span class="n">num_classes</span><span class="o">=</span><span class="n">n_classes</span><span class="p">,</span>
<span class="n">anchors</span><span class="o">=</span><span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span> <span class="mi">146</span><span class="p">,</span> <span class="mi">142</span><span class="p">,</span> <span class="mi">110</span><span class="p">,</span> <span class="mi">192</span><span class="p">,</span> <span class="mi">243</span><span class="p">,</span> <span class="mi">459</span><span class="p">,</span> <span class="mi">401</span><span class="p">],</span>
<span class="n">num_anchors</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input1</span><span class="p">,</span> <span class="n">input2</span><span class="p">,</span> <span class="n">input3</span><span class="p">):</span>
<span class="n">x1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv1</span><span class="p">(</span><span class="n">input1</span><span class="p">)</span>
<span class="n">x2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv2</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
<span class="n">x3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv3</span><span class="p">(</span><span class="n">input1</span><span class="p">)</span>
<span class="c1"># R -1 -16</span>
<span class="n">x3</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x3</span><span class="p">,</span> <span class="n">input2</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv4</span><span class="p">(</span><span class="n">x3</span><span class="p">)</span>
<span class="n">x5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv5</span><span class="p">(</span><span class="n">x4</span><span class="p">)</span>
<span class="n">x6</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv6</span><span class="p">(</span><span class="n">x5</span><span class="p">)</span>
<span class="n">x7</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv7</span><span class="p">(</span><span class="n">x6</span><span class="p">)</span>
<span class="n">x8</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv8</span><span class="p">(</span><span class="n">x7</span><span class="p">)</span>
<span class="n">x9</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv9</span><span class="p">(</span><span class="n">x8</span><span class="p">)</span>
<span class="n">x10</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv10</span><span class="p">(</span><span class="n">x9</span><span class="p">)</span>
<span class="c1"># R -4</span>
<span class="n">x11</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv11</span><span class="p">(</span><span class="n">x8</span><span class="p">)</span>
<span class="c1"># R -1 -37</span>
<span class="n">x11</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">x11</span><span class="p">,</span> <span class="n">input3</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x12</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv12</span><span class="p">(</span><span class="n">x11</span><span class="p">)</span>
<span class="n">x13</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv13</span><span class="p">(</span><span class="n">x12</span><span class="p">)</span>
<span class="n">x14</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv14</span><span class="p">(</span><span class="n">x13</span><span class="p">)</span>
<span class="n">x15</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv15</span><span class="p">(</span><span class="n">x14</span><span class="p">)</span>
<span class="n">x16</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv16</span><span class="p">(</span><span class="n">x15</span><span class="p">)</span>
<span class="n">x17</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv17</span><span class="p">(</span><span class="n">x16</span><span class="p">)</span>
<span class="n">x18</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">conv18</span><span class="p">(</span><span class="n">x17</span><span class="p">)</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">inference</span><span class="p">:</span>
<span class="n">y1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">yolo1</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
<span class="n">y2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">yolo2</span><span class="p">(</span><span class="n">x10</span><span class="p">)</span>
<span class="n">y3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">yolo3</span><span class="p">(</span><span class="n">x18</span><span class="p">)</span>
<span class="k">return</span> <span class="n">get_region_boxes</span><span class="p">([</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">,</span> <span class="n">y3</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="p">[</span><span class="n">x2</span><span class="p">,</span> <span class="n">x10</span><span class="p">,</span> <span class="n">x18</span><span class="p">]</span>
<span class="k">class</span> <span class="nc">Yolov4</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">yolov4conv137weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">n_classes</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="n">output_ch</span> <span class="o">=</span> <span class="p">(</span><span class="mi">4</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">+</span> <span class="n">n_classes</span><span class="p">)</span> <span class="o">*</span> <span class="mi">3</span>
<span class="c1"># backbone</span>
<span class="bp">self</span><span class="o">.</span><span class="n">down1</span> <span class="o">=</span> <span class="n">DownSample1</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">down2</span> <span class="o">=</span> <span class="n">DownSample2</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">down3</span> <span class="o">=</span> <span class="n">DownSample3</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">down4</span> <span class="o">=</span> <span class="n">DownSample4</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">down5</span> <span class="o">=</span> <span class="n">DownSample5</span><span class="p">()</span>
<span class="c1"># neck</span>
<span class="bp">self</span><span class="o">.</span><span class="n">neek</span> <span class="o">=</span> <span class="n">Neck</span><span class="p">(</span><span class="n">inference</span><span class="p">)</span>
<span class="c1"># yolov4conv137</span>
<span class="k">if</span> <span class="n">yolov4conv137weight</span><span class="p">:</span>
<span class="n">_model</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">down1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">down2</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">down3</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">down4</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">down5</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">neek</span><span class="p">)</span>
<span class="n">pretrained_dict</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">yolov4conv137weight</span><span class="p">)</span>
<span class="n">model_dict</span> <span class="o">=</span> <span class="n">_model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span>
<span class="c1"># 1. filter out unnecessary keys</span>
<span class="n">pretrained_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k1</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">),</span> <span class="n">k1</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">pretrained_dict</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">model_dict</span><span class="p">)}</span>
<span class="c1"># 2. overwrite entries in the existing state dict</span>
<span class="n">model_dict</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">pretrained_dict</span><span class="p">)</span>
<span class="n">_model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">model_dict</span><span class="p">)</span>
<span class="c1"># head</span>
<span class="bp">self</span><span class="o">.</span><span class="n">head</span> <span class="o">=</span> <span class="n">Yolov4Head</span><span class="p">(</span><span class="n">output_ch</span><span class="p">,</span> <span class="n">n_classes</span><span class="p">,</span> <span class="n">inference</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">):</span>
<span class="n">d1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">down1</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
<span class="n">d2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">down2</span><span class="p">(</span><span class="n">d1</span><span class="p">)</span>
<span class="n">d3</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">down3</span><span class="p">(</span><span class="n">d2</span><span class="p">)</span>
<span class="n">d4</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">down4</span><span class="p">(</span><span class="n">d3</span><span class="p">)</span>
<span class="n">d5</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">down5</span><span class="p">(</span><span class="n">d4</span><span class="p">)</span>
<span class="n">x20</span><span class="p">,</span> <span class="n">x13</span><span class="p">,</span> <span class="n">x6</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neek</span><span class="p">(</span><span class="n">d5</span><span class="p">,</span> <span class="n">d4</span><span class="p">,</span> <span class="n">d3</span><span class="p">)</span>
<span class="n">output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">x20</span><span class="p">,</span> <span class="n">x13</span><span class="p">,</span> <span class="n">x6</span><span class="p">)</span>
<span class="k">return</span> <span class="n">output</span>
<span class="k">def</span> <span class="nf">yolo_forward_dynamic</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="n">conf_thresh</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">,</span> <span class="n">anchors</span><span class="p">,</span> <span class="n">num_anchors</span><span class="p">,</span> <span class="n">scale_x_y</span><span class="p">,</span> <span class="n">only_objectness</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
<span class="n">validation</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="c1"># Output would be invalid if it does not satisfy this assert</span>
<span class="c1"># assert (output.size(1) == (5 + num_classes) * num_anchors)</span>
<span class="c1"># print(output.size())</span>
<span class="c1"># Slice the second dimension (channel) of output into:</span>
<span class="c1"># [ 2, 2, 1, num_classes, 2, 2, 1, num_classes, 2, 2, 1, num_classes ]</span>
<span class="c1"># And then into</span>
<span class="c1"># bxy = [ 6 ] bwh = [ 6 ] det_conf = [ 3 ] cls_conf = [ num_classes * 3 ]</span>
<span class="c1"># batch = output.size(0)</span>
<span class="c1"># H = output.size(2)</span>
<span class="c1"># W = output.size(3)</span>
<span class="n">bxy_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">bwh_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">det_confs_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">cls_confs_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_anchors</span><span class="p">):</span>
<span class="n">begin</span> <span class="o">=</span> <span class="n">i</span> <span class="o">*</span> <span class="p">(</span><span class="mi">5</span> <span class="o">+</span> <span class="n">num_classes</span><span class="p">)</span>
<span class="n">end</span> <span class="o">=</span> <span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mi">5</span> <span class="o">+</span> <span class="n">num_classes</span><span class="p">)</span>
<span class="n">bxy_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output</span><span class="p">[:,</span> <span class="n">begin</span> <span class="p">:</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">2</span><span class="p">])</span>
<span class="n">bwh_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output</span><span class="p">[:,</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">2</span> <span class="p">:</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">det_confs_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output</span><span class="p">[:,</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">4</span> <span class="p">:</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">cls_confs_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output</span><span class="p">[:,</span> <span class="n">begin</span> <span class="o">+</span> <span class="mi">5</span> <span class="p">:</span> <span class="n">end</span><span class="p">])</span>
<span class="c1"># Shape: [batch, num_anchors * 2, H, W]</span>
<span class="n">bxy</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">bxy_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors * 2, H, W]</span>
<span class="n">bwh</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">bwh_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors, H, W]</span>
<span class="n">det_confs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">det_confs_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors * H * W]</span>
<span class="n">det_confs</span> <span class="o">=</span> <span class="n">det_confs</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span>
<span class="c1"># Shape: [batch, num_anchors * num_classes, H, W]</span>
<span class="n">cls_confs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">cls_confs_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors, num_classes, H * W]</span>
<span class="n">cls_confs</span> <span class="o">=</span> <span class="n">cls_confs</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">,</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span>
<span class="c1"># Shape: [batch, num_anchors, num_classes, H * W] --> [batch, num_anchors * H * W, num_classes]</span>
<span class="n">cls_confs</span> <span class="o">=</span> <span class="n">cls_confs</span><span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="n">num_classes</span><span class="p">)</span>
<span class="c1"># Apply sigmoid(), exp() and softmax() to slices</span>
<span class="c1">#</span>
<span class="n">bxy</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">bxy</span><span class="p">)</span> <span class="o">*</span> <span class="n">scale_x_y</span> <span class="o">-</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">scale_x_y</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">bwh</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">bwh</span><span class="p">)</span>
<span class="n">det_confs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">det_confs</span><span class="p">)</span>
<span class="n">cls_confs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">cls_confs</span><span class="p">)</span>
<span class="c1"># Prepare C-x, C-y, P-w, P-h (None of them are torch related)</span>
<span class="n">grid_x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">)),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">repeat</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="mi">0</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">grid_y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">repeat</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="c1"># grid_x = torch.linspace(0, W - 1, W).reshape(1, 1, 1, W).repeat(1, 1, H, 1)</span>
<span class="c1"># grid_y = torch.linspace(0, H - 1, H).reshape(1, 1, H, 1).repeat(1, 1, 1, W)</span>
<span class="n">anchor_w</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">anchor_h</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_anchors</span><span class="p">):</span>
<span class="n">anchor_w</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">anchors</span><span class="p">[</span><span class="n">i</span> <span class="o">*</span> <span class="mi">2</span><span class="p">])</span>
<span class="n">anchor_h</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">anchors</span><span class="p">[</span><span class="n">i</span> <span class="o">*</span> <span class="mi">2</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">device</span> <span class="o">=</span> <span class="kc">None</span>
<span class="n">cuda_check</span> <span class="o">=</span> <span class="n">output</span><span class="o">.</span><span class="n">is_cuda</span>
<span class="k">if</span> <span class="n">cuda_check</span><span class="p">:</span>
<span class="n">device</span> <span class="o">=</span> <span class="n">output</span><span class="o">.</span><span class="n">get_device</span><span class="p">()</span>
<span class="n">bx_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">by_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">bw_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">bh_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Apply C-x, C-y, P-w, P-h</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_anchors</span><span class="p">):</span>
<span class="n">ii</span> <span class="o">=</span> <span class="n">i</span> <span class="o">*</span> <span class="mi">2</span>
<span class="c1"># Shape: [batch, 1, H, W]</span>
<span class="n">bx</span> <span class="o">=</span> <span class="n">bxy</span><span class="p">[:,</span> <span class="n">ii</span> <span class="p">:</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">grid_x</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span> <span class="c1"># grid_x.to(device=device, dtype=torch.float32)</span>
<span class="c1"># Shape: [batch, 1, H, W]</span>
<span class="n">by</span> <span class="o">=</span> <span class="n">bxy</span><span class="p">[:,</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">2</span><span class="p">]</span> <span class="o">+</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">grid_y</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span> <span class="c1"># grid_y.to(device=device, dtype=torch.float32)</span>
<span class="c1"># Shape: [batch, 1, H, W]</span>
<span class="n">bw</span> <span class="o">=</span> <span class="n">bwh</span><span class="p">[:,</span> <span class="n">ii</span> <span class="p">:</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="n">anchor_w</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
<span class="c1"># Shape: [batch, 1, H, W]</span>
<span class="n">bh</span> <span class="o">=</span> <span class="n">bwh</span><span class="p">[:,</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:</span> <span class="n">ii</span> <span class="o">+</span> <span class="mi">2</span><span class="p">]</span> <span class="o">*</span> <span class="n">anchor_h</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
<span class="n">bx_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">bx</span><span class="p">)</span>
<span class="n">by_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">by</span><span class="p">)</span>
<span class="n">bw_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">bw</span><span class="p">)</span>
<span class="n">bh_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">bh</span><span class="p">)</span>
<span class="c1">########################################</span>
<span class="c1"># Figure out bboxes from slices #</span>
<span class="c1">########################################</span>
<span class="c1"># Shape: [batch, num_anchors, H, W]</span>
<span class="n">bx</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">bx_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors, H, W]</span>
<span class="n">by</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">by_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors, H, W]</span>
<span class="n">bw</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">bw_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors, H, W]</span>
<span class="n">bh</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">bh_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, 2 * num_anchors, H, W]</span>
<span class="n">bx_bw</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">((</span><span class="n">bx</span><span class="p">,</span> <span class="n">bw</span><span class="p">),</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Shape: [batch, 2 * num_anchors, H, W]</span>
<span class="n">by_bh</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">((</span><span class="n">by</span><span class="p">,</span> <span class="n">bh</span><span class="p">),</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># normalize coordinates to [0, 1]</span>
<span class="n">bx_bw</span> <span class="o">/=</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
<span class="n">by_bh</span> <span class="o">/=</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
<span class="c1"># Shape: [batch, num_anchors * H * W, 1]</span>
<span class="n">bx</span> <span class="o">=</span> <span class="n">bx_bw</span><span class="p">[:,</span> <span class="p">:</span><span class="n">num_anchors</span><span class="p">]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">by</span> <span class="o">=</span> <span class="n">by_bh</span><span class="p">[:,</span> <span class="p">:</span><span class="n">num_anchors</span><span class="p">]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">bw</span> <span class="o">=</span> <span class="n">bx_bw</span><span class="p">[:,</span> <span class="n">num_anchors</span><span class="p">:]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">bh</span> <span class="o">=</span> <span class="n">by_bh</span><span class="p">[:,</span> <span class="n">num_anchors</span><span class="p">:]</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">bx1</span> <span class="o">=</span> <span class="n">bx</span> <span class="o">-</span> <span class="n">bw</span> <span class="o">*</span> <span class="mf">0.5</span>
<span class="n">by1</span> <span class="o">=</span> <span class="n">by</span> <span class="o">-</span> <span class="n">bh</span> <span class="o">*</span> <span class="mf">0.5</span>
<span class="n">bx2</span> <span class="o">=</span> <span class="n">bx1</span> <span class="o">+</span> <span class="n">bw</span>
<span class="n">by2</span> <span class="o">=</span> <span class="n">by1</span> <span class="o">+</span> <span class="n">bh</span>
<span class="c1"># Shape: [batch, num_anchors * h * w, 4] -> [batch, num_anchors * h * w, 1, 4]</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">((</span><span class="n">bx1</span><span class="p">,</span> <span class="n">by1</span><span class="p">,</span> <span class="n">bx2</span><span class="p">,</span> <span class="n">by2</span><span class="p">),</span> <span class="n">dim</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="c1"># boxes = boxes.repeat(1, 1, num_classes, 1)</span>
<span class="c1"># boxes: [batch, num_anchors * H * W, 1, 4]</span>
<span class="c1"># cls_confs: [batch, num_anchors * H * W, num_classes]</span>
<span class="c1"># det_confs: [batch, num_anchors * H * W]</span>
<span class="n">det_confs</span> <span class="o">=</span> <span class="n">det_confs</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">num_anchors</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="o">*</span> <span class="n">output</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">confs</span> <span class="o">=</span> <span class="n">cls_confs</span> <span class="o">*</span> <span class="n">det_confs</span>
<span class="c1"># boxes: [batch, num_anchors * H * W, 1, 4]</span>
<span class="c1"># confs: [batch, num_anchors * H * W, num_classes]</span>
<span class="k">return</span> <span class="n">boxes</span><span class="p">,</span> <span class="n">confs</span>
<span class="k">class</span> <span class="nc">YoloLayer</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Yolo layer</span>
<span class="sd"> model_out: while inference,is post-processing inside or outside the model</span>
<span class="sd"> true:outside</span>
<span class="sd"> """</span>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">anchor_mask</span><span class="o">=</span><span class="p">[],</span> <span class="n">num_classes</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">anchors</span><span class="o">=</span><span class="p">[],</span> <span class="n">num_anchors</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span> <span class="n">model_out</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="nb">super</span><span class="p">(</span><span class="n">YoloLayer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">anchor_mask</span> <span class="o">=</span> <span class="n">anchor_mask</span>
<span class="bp">self</span><span class="o">.</span><span class="n">num_classes</span> <span class="o">=</span> <span class="n">num_classes</span>
<span class="bp">self</span><span class="o">.</span><span class="n">anchors</span> <span class="o">=</span> <span class="n">anchors</span>
<span class="bp">self</span><span class="o">.</span><span class="n">num_anchors</span> <span class="o">=</span> <span class="n">num_anchors</span>
<span class="bp">self</span><span class="o">.</span><span class="n">anchor_step</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">anchors</span><span class="p">)</span> <span class="o">//</span> <span class="n">num_anchors</span>
<span class="bp">self</span><span class="o">.</span><span class="n">coord_scale</span> <span class="o">=</span> <span class="mi">1</span>
<span class="bp">self</span><span class="o">.</span><span class="n">noobject_scale</span> <span class="o">=</span> <span class="mi">1</span>
<span class="bp">self</span><span class="o">.</span><span class="n">object_scale</span> <span class="o">=</span> <span class="mi">5</span>
<span class="bp">self</span><span class="o">.</span><span class="n">class_scale</span> <span class="o">=</span> <span class="mi">1</span>
<span class="bp">self</span><span class="o">.</span><span class="n">thresh</span> <span class="o">=</span> <span class="mf">0.6</span>
<span class="bp">self</span><span class="o">.</span><span class="n">stride</span> <span class="o">=</span> <span class="n">stride</span>
<span class="bp">self</span><span class="o">.</span><span class="n">seen</span> <span class="o">=</span> <span class="mi">0</span>
<span class="bp">self</span><span class="o">.</span><span class="n">scale_x_y</span> <span class="o">=</span> <span class="mi">1</span>
<span class="bp">self</span><span class="o">.</span><span class="n">model_out</span> <span class="o">=</span> <span class="n">model_out</span>
<span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">training</span><span class="p">:</span>
<span class="k">return</span> <span class="n">output</span>
<span class="n">masked_anchors</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchor_mask</span><span class="p">:</span>
<span class="n">masked_anchors</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchors</span><span class="p">[</span><span class="n">m</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchor_step</span><span class="p">:(</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">anchor_step</span><span class="p">]</span>
<span class="n">masked_anchors</span> <span class="o">=</span> <span class="p">[</span><span class="n">anchor</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">stride</span> <span class="k">for</span> <span class="n">anchor</span> <span class="ow">in</span> <span class="n">masked_anchors</span><span class="p">]</span>
<span class="k">return</span> <span class="n">yolo_forward_dynamic</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">thresh</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_classes</span><span class="p">,</span> <span class="n">masked_anchors</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">anchor_mask</span><span class="p">),</span><span class="n">scale_x_y</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">scale_x_y</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">get_region_boxes</span><span class="p">(</span><span class="n">boxes_and_confs</span><span class="p">):</span>
<span class="c1"># print('Getting boxes from boxes and confs ...')</span>
<span class="n">boxes_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">confs_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">boxes_and_confs</span><span class="p">:</span>
<span class="n">boxes_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">confs_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="c1"># boxes: [batch, num1 + num2 + num3, 1, 4]</span>
<span class="c1"># confs: [batch, num1 + num2 + num3, num_classes]</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">boxes_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">confs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">confs_list</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">return</span> <span class="n">boxes</span><span class="p">,</span> <span class="n">confs</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Part-2:-Download-the-COCO-2017-evaluation-dataset-and-define-the-data-loader-function">
<h2>Part 2: Download the COCO 2017 evaluation dataset and define the data loader function<a class="headerlink" href="#Part-2:-Download-the-COCO-2017-evaluation-dataset-and-define-the-data-loader-function" title="Permalink to this headline">#</a></h2>
<div class="section" id="Download-dataset">
<h3>Download dataset<a class="headerlink" href="#Download-dataset" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>curl<span class="w"> </span>-LO<span class="w"> </span>http://images.cocodataset.org/zips/val2017.zip
<span class="o">!</span>curl<span class="w"> </span>-LO<span class="w"> </span>http://images.cocodataset.org/annotations/annotations_trainval2017.zip
<span class="o">!</span>unzip<span class="w"> </span>-q<span class="w"> </span>val2017.zip
<span class="o">!</span>unzip<span class="w"> </span>annotations_trainval2017.zip
</pre></div>
</div>
</div>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>ls
</pre></div>
</div>
</div>
</div>
<div class="section" id="Define-data-loader">
<h3>Define data loader<a class="headerlink" href="#Define-data-loader" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">torchvision</span>
<span class="kn">import</span> <span class="nn">torchvision.transforms</span> <span class="k">as</span> <span class="nn">transforms</span>
<span class="kn">import</span> <span class="nn">torchvision.datasets</span> <span class="k">as</span> <span class="nn">dset</span>
<span class="kn">from</span> <span class="nn">pycocotools.coco</span> <span class="kn">import</span> <span class="n">COCO</span>
<span class="k">def</span> <span class="nf">get_image_filenames</span><span class="p">(</span><span class="n">root</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">()):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Generate paths to the coco dataset image files.</span>
<span class="sd"> Args:</span>
<span class="sd"> root (str): The root folder contains.</span>
<span class="sd"> Yields:</span>
<span class="sd"> filename (str): The path to an image file.</span>
<span class="sd"> """</span>
<span class="n">image_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="s1">'val2017'</span><span class="p">)</span>
<span class="k">for</span> <span class="n">root</span><span class="p">,</span> <span class="n">dirs</span><span class="p">,</span> <span class="n">files</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">image_path</span><span class="p">):</span>
<span class="k">for</span> <span class="n">filename</span> <span class="ow">in</span> <span class="n">files</span><span class="p">:</span>
<span class="k">yield</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">image_path</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">get_coco_dataloader</span><span class="p">(</span><span class="n">coco2017_root</span><span class="p">,</span> <span class="n">transform</span><span class="p">,</span> <span class="n">subset_indices</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Create the dataset loader and ground truth coco dataset.</span>
<span class="sd"> Arguments:</span>
<span class="sd"> coco2017_root (str): The root directory to load the data/labels from.</span>
<span class="sd"> transform (torchvision.Transform): A transform to apply to the images.</span>
<span class="sd"> subset_indices (list): Indices used to create a subset of the dataset.</span>
<span class="sd"> Returns:</span>
<span class="sd"> loader (iterable): Produces transformed images and labels.</span>
<span class="sd"> cocoGt (pycocotools.coco.COCO): Contains the ground truth in coco</span>
<span class="sd"> format.</span>
<span class="sd"> label_info (dict): A mapping from label id to the human-readable name.</span>
<span class="sd"> """</span>
<span class="c1"># Create the dataset</span>
<span class="n">coco2017_img_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">coco2017_root</span><span class="p">,</span> <span class="s1">'val2017'</span><span class="p">)</span>
<span class="n">coco2017_ann_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
<span class="n">coco2017_root</span><span class="p">,</span> <span class="s1">'annotations/instances_val2017.json'</span><span class="p">)</span>
<span class="c1"># check the number of images in val2017 - Should be 5000</span>
<span class="n">num_files</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">get_image_filenames</span><span class="p">(</span><span class="n">coco2017_root</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">Number of images in val2017 = </span><span class="si">{}</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">num_files</span><span class="p">))</span>
<span class="c1"># load annotations to decode classification results</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">coco2017_ann_path</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="n">annotate_json</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
<span class="n">label_info</span> <span class="o">=</span> <span class="p">{</span><span class="n">label</span><span class="p">[</span><span class="s2">"id"</span><span class="p">]:</span> <span class="n">label</span><span class="p">[</span><span class="s2">"name"</span><span class="p">]</span>
<span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">annotate_json</span><span class="p">[</span><span class="s1">'categories'</span><span class="p">]}</span>
<span class="c1"># initialize COCO ground truth dataset</span>
<span class="n">cocoGt</span> <span class="o">=</span> <span class="n">COCO</span><span class="p">(</span><span class="n">coco2017_ann_path</span><span class="p">)</span>
<span class="c1"># create the dataset using torchvision's coco detection dataset</span>
<span class="n">coco_val_data</span> <span class="o">=</span> <span class="n">dset</span><span class="o">.</span><span class="n">CocoDetection</span><span class="p">(</span>
<span class="n">root</span><span class="o">=</span><span class="n">coco2017_img_path</span><span class="p">,</span>
<span class="n">annFile</span><span class="o">=</span><span class="n">coco2017_ann_path</span><span class="p">,</span>
<span class="n">transform</span><span class="o">=</span><span class="n">transform</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">subset_indices</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="c1"># Create a smaller subset of the data for testing - e.g. to pinpoint error at image 516</span>
<span class="n">coco_val_data</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">Subset</span><span class="p">(</span><span class="n">coco_val_data</span><span class="p">,</span> <span class="n">subset_indices</span><span class="p">)</span>
<span class="c1"># create the dataloader using torch dataloader</span>
<span class="n">loader</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">coco_val_data</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="k">return</span> <span class="n">loader</span><span class="p">,</span> <span class="n">cocoGt</span><span class="p">,</span> <span class="n">label_info</span>
<br></pre></div>
</div>
</div>
</div>
<div class="section" id="Load-dataset">
<h3>Load dataset<a class="headerlink" href="#Load-dataset" title="Permalink to this headline">#</a></h3>
<p>Here 2 dataset loaders are created and the resulting data is displayed - <code class="docutils literal notranslate"><span class="pre">orig_coco_val_data_loader</span></code>: Contains the original unmodified image - <code class="docutils literal notranslate"><span class="pre">coco_val_data_loader</span></code>: Contains images of a standardized size of 608x608 pixels</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">coco2017_root</span> <span class="o">=</span> <span class="s1">'./'</span>
<span class="n">orig_coco_val_data_loader</span><span class="p">,</span> <span class="o">*</span><span class="n">_</span> <span class="o">=</span> <span class="n">get_coco_dataloader</span><span class="p">(</span><span class="n">coco2017_root</span><span class="p">,</span> <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">())</span>
<span class="n">transform</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span><span class="n">transforms</span><span class="o">.</span><span class="n">Resize</span><span class="p">([</span><span class="mi">608</span><span class="p">,</span> <span class="mi">608</span><span class="p">]),</span> <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">()])</span>
<span class="n">coco_val_data_loader</span><span class="p">,</span> <span class="n">cocoGt</span><span class="p">,</span> <span class="n">label_info</span> <span class="o">=</span> <span class="n">get_coco_dataloader</span><span class="p">(</span><span class="n">coco2017_root</span><span class="p">,</span> <span class="n">transform</span><span class="p">)</span>
<span class="n">image_orig</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">orig_coco_val_data_loader</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">image_orig</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">image</span><span class="p">,</span> <span class="n">image_info</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">coco_val_data_loader</span><span class="p">))</span>
<span class="n">image_id</span> <span class="o">=</span> <span class="n">image_info</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s2">"image_id"</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Define-some-helper-functions-for-deployment-(inference)">
<h3>Define some helper functions for deployment (inference)<a class="headerlink" href="#Define-some-helper-functions-for-deployment-(inference)" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">postprocess</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">score_threshold</span><span class="o">=</span><span class="mf">0.05</span><span class="p">,</span> <span class="n">iou_threshold</span><span class="o">=</span><span class="mf">0.5</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Classifies and filters bounding boxes from Yolo V4 output.</span>
<span class="sd"> Performs classification, filtering, and non-maximum suppression to remove</span>
<span class="sd"> boxes that are irrelevant. The result is the filtered set of boxes, the</span>
<span class="sd"> associated label confidence score, and the predicted label.</span>
<span class="sd"> See: https://pytorch.org/docs/stable/torchvision/ops.html#torchvision.ops.nms</span>
<span class="sd"> Args:</span>
<span class="sd"> boxes (torch.Tensor): The Yolo V4 bounding boxes.</span>
<span class="sd"> scores (torch.Tensor): The categories scores for each box.</span>
<span class="sd"> score_threshold (float): Ignore boxes with scores below threshold.</span>
<span class="sd"> iou_threshold (float): Discards boxes with intersection above threshold.</span>
<span class="sd"> Returns:</span>
<span class="sd"> boxes (torch.Tensor): The filtered Yolo V4 bounding boxes.</span>
<span class="sd"> scores (torch.Tensor): The label score for each box.</span>
<span class="sd"> labels (torch.Tensor): The label for each box.</span>
<span class="sd"> """</span>
<span class="c1"># shape: [n_batch, n_boxes, 1, 4] => [n_boxes, 4] # Assumes n_batch size is 1</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">boxes</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span>
<span class="c1"># shape: [n_batch, n_boxes, 80] => [n_boxes, 80] # Assumes n_batch size is 1</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">scores</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span>
<span class="c1"># Classify each box according to the maximum category score</span>
<span class="n">score</span><span class="p">,</span> <span class="n">column</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">scores</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Filter out rows for scores which are below threshold</span>
<span class="n">mask</span> <span class="o">=</span> <span class="n">score</span> <span class="o">></span> <span class="n">score_threshold</span>
<span class="c1"># Filter model output data</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">score</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
<span class="n">idxs</span> <span class="o">=</span> <span class="n">column</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
<span class="c1"># Perform non-max suppression on all categories at once. shape: [n_keep,]</span>
<span class="n">keep</span> <span class="o">=</span> <span class="n">torchvision</span><span class="o">.</span><span class="n">ops</span><span class="o">.</span><span class="n">batched_nms</span><span class="p">(</span>
<span class="n">boxes</span><span class="o">=</span><span class="n">boxes</span><span class="p">,</span>
<span class="n">scores</span><span class="o">=</span><span class="n">score</span><span class="p">,</span>
<span class="n">idxs</span><span class="o">=</span><span class="n">idxs</span><span class="p">,</span>
<span class="n">iou_threshold</span><span class="o">=</span><span class="n">iou_threshold</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># The image category id associated with each column</span>
<span class="n">categories</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">([</span>
<span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">13</span><span class="p">,</span> <span class="mi">14</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span>
<span class="mi">17</span><span class="p">,</span> <span class="mi">18</span><span class="p">,</span> <span class="mi">19</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">21</span><span class="p">,</span> <span class="mi">22</span><span class="p">,</span> <span class="mi">23</span><span class="p">,</span> <span class="mi">24</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">27</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">31</span><span class="p">,</span>
<span class="mi">32</span><span class="p">,</span> <span class="mi">33</span><span class="p">,</span> <span class="mi">34</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">36</span><span class="p">,</span> <span class="mi">37</span><span class="p">,</span> <span class="mi">38</span><span class="p">,</span> <span class="mi">39</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">41</span><span class="p">,</span> <span class="mi">42</span><span class="p">,</span> <span class="mi">43</span><span class="p">,</span>
<span class="mi">44</span><span class="p">,</span> <span class="mi">46</span><span class="p">,</span> <span class="mi">47</span><span class="p">,</span> <span class="mi">48</span><span class="p">,</span> <span class="mi">49</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">51</span><span class="p">,</span> <span class="mi">52</span><span class="p">,</span> <span class="mi">53</span><span class="p">,</span> <span class="mi">54</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">56</span><span class="p">,</span>
<span class="mi">57</span><span class="p">,</span> <span class="mi">58</span><span class="p">,</span> <span class="mi">59</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">61</span><span class="p">,</span> <span class="mi">62</span><span class="p">,</span> <span class="mi">63</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">65</span><span class="p">,</span> <span class="mi">67</span><span class="p">,</span> <span class="mi">70</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span>
<span class="mi">73</span><span class="p">,</span> <span class="mi">74</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">77</span><span class="p">,</span> <span class="mi">78</span><span class="p">,</span> <span class="mi">79</span><span class="p">,</span> <span class="mi">80</span><span class="p">,</span> <span class="mi">81</span><span class="p">,</span> <span class="mi">82</span><span class="p">,</span> <span class="mi">84</span><span class="p">,</span> <span class="mi">85</span><span class="p">,</span>
<span class="mi">86</span><span class="p">,</span> <span class="mi">87</span><span class="p">,</span> <span class="mi">88</span><span class="p">,</span> <span class="mi">89</span><span class="p">,</span> <span class="mi">90</span>
<span class="p">])</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[</span><span class="n">keep</span><span class="p">]</span> <span class="c1"># shape: [n_keep, 4]</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">score</span><span class="p">[</span><span class="n">keep</span><span class="p">]</span> <span class="c1"># shape: [n_keep,]</span>
<span class="n">idxs</span> <span class="o">=</span> <span class="n">idxs</span><span class="p">[</span><span class="n">keep</span><span class="p">]</span>
<span class="n">label</span> <span class="o">=</span> <span class="n">categories</span><span class="p">[</span><span class="n">idxs</span><span class="p">]</span> <span class="c1"># shape: [n_keep,]</span>
<span class="k">return</span> <span class="n">boxes</span><span class="p">,</span> <span class="n">score</span><span class="p">,</span> <span class="n">label</span>
<span class="k">def</span> <span class="nf">get_results_as_dict</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">image_orig</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Transforms post-processed output into dictionary output.</span>
<span class="sd"> This translates the model coordinate bounding boxes (x1, y1, x2, y2)</span>
<span class="sd"> into a rectangular description (x, y, width, height) scaled to the</span>
<span class="sd"> original image size.</span>
<span class="sd"> Args:</span>
<span class="sd"> boxes (torch.Tensor): The Yolo V4 bounding boxes.</span>
<span class="sd"> scores (torch.Tensor): The label score for each box.</span>
<span class="sd"> labels (torch.Tensor): The label for each box.</span>
<span class="sd"> image_orig (torch.Tensor): The image to scale the bounding boxes to.</span>
<span class="sd"> Returns:</span>
<span class="sd"> output (dict): The dictionary of rectangle bounding boxes.</span>
<span class="sd"> """</span>
<span class="n">h_size</span><span class="p">,</span> <span class="n">w_size</span> <span class="o">=</span> <span class="n">image_orig</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">:]</span>
<span class="n">x1</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">w_size</span>
<span class="n">y1</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="n">h_size</span>
<span class="n">x2</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[:,</span> <span class="mi">2</span><span class="p">]</span> <span class="o">*</span> <span class="n">w_size</span>
<span class="n">y2</span> <span class="o">=</span> <span class="n">boxes</span><span class="p">[:,</span> <span class="mi">3</span><span class="p">]</span> <span class="o">*</span> <span class="n">h_size</span>
<span class="n">width</span> <span class="o">=</span> <span class="n">x2</span> <span class="o">-</span> <span class="n">x1</span>
<span class="n">height</span> <span class="o">=</span> <span class="n">y2</span> <span class="o">-</span> <span class="n">y1</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">stack</span><span class="p">([</span><span class="n">x1</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">height</span><span class="p">])</span><span class="o">.</span><span class="n">T</span>
<span class="k">return</span> <span class="p">{</span>
<span class="s1">'boxes'</span><span class="p">:</span> <span class="n">boxes</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span>
<span class="s1">'labels'</span><span class="p">:</span> <span class="n">labels</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span>
<span class="s1">'scores'</span><span class="p">:</span> <span class="n">scores</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span>
<span class="p">}</span>
<span class="k">def</span> <span class="nf">prepare_for_coco_detection</span><span class="p">(</span><span class="n">predictions</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Convert dictionary model predictions into an expected COCO dataset format.</span>
<span class="sd"> Args:</span>
<span class="sd"> predictions (dict): The list of box coordinates, scores, and labels.</span>
<span class="sd"> Returns:</span>
<span class="sd"> output (list[dict]): The list of bounding boxes.</span>
<span class="sd"> """</span>
<span class="n">coco_results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">original_id</span><span class="p">,</span> <span class="n">prediction</span> <span class="ow">in</span> <span class="n">predictions</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">prediction</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">continue</span>
<span class="n">boxes</span> <span class="o">=</span> <span class="n">prediction</span><span class="p">[</span><span class="s2">"boxes"</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">prediction</span><span class="p">[</span><span class="s2">"scores"</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">prediction</span><span class="p">[</span><span class="s2">"labels"</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">coco_results</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span>
<span class="p">[</span>
<span class="p">{</span>
<span class="s2">"image_id"</span><span class="p">:</span> <span class="n">original_id</span><span class="p">,</span>
<span class="s2">"category_id"</span><span class="p">:</span> <span class="n">labels</span><span class="p">[</span><span class="n">k</span><span class="p">],</span>
<span class="s2">"bbox"</span><span class="p">:</span> <span class="n">box</span><span class="p">,</span>
<span class="s2">"score"</span><span class="p">:</span> <span class="n">scores</span><span class="p">[</span><span class="n">k</span><span class="p">],</span>
<span class="p">}</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">box</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">boxes</span><span class="p">)</span>
<span class="p">]</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">coco_results</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Download-pretrained-checkpoint">
<h3>Download pretrained checkpoint<a class="headerlink" href="#Download-pretrained-checkpoint" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">requests</span>
<span class="k">def</span> <span class="nf">download_file_from_google_drive</span><span class="p">(</span><span class="nb">id</span><span class="p">,</span> <span class="n">destination</span><span class="p">):</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s1">'https://drive.google.com/uc?id='</span><span class="o">+</span><span class="nb">id</span><span class="o">+</span><span class="s1">'&confirm=t'</span><span class="p">)</span>
<span class="n">save_response_content</span><span class="p">(</span><span class="n">response</span><span class="p">,</span> <span class="n">destination</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">save_response_content</span><span class="p">(</span><span class="n">response</span><span class="p">,</span> <span class="n">destination</span><span class="p">):</span>
<span class="n">CHUNK_SIZE</span> <span class="o">=</span> <span class="mi">32768</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">destination</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">response</span><span class="o">.</span><span class="n">iter_content</span><span class="p">(</span><span class="n">CHUNK_SIZE</span><span class="p">):</span>
<span class="k">if</span> <span class="n">chunk</span><span class="p">:</span> <span class="c1"># filter out keep-alive new chunks</span>
<span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">chunk</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">download_file_from_google_drive</span><span class="p">(</span><span class="s1">'1wv_LiFeCRYwtpkqREPeI13-gPELBDwuJ'</span><span class="p">,</span> <span class="s1">'./yolo_v4.pth'</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="Part-3:-Build,-Compile,-and-Save-Neuron-Optimized-YOLO-v4-TorchScript">
<h2>Part 3: Build, Compile, and Save Neuron-Optimized YOLO v4 TorchScript<a class="headerlink" href="#Part-3:-Build,-Compile,-and-Save-Neuron-Optimized-YOLO-v4-TorchScript" title="Permalink to this headline">#</a></h2>
<div class="section" id="Construct-model-and-load-pretrained-checkpoint">
<h3>Construct model and load pretrained checkpoint<a class="headerlink" href="#Construct-model-and-load-pretrained-checkpoint" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Yolov4</span><span class="p">(</span><span class="n">yolov4conv137weight</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">n_classes</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span> <span class="n">inference</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">weightfile</span> <span class="o">=</span> <span class="s2">"./yolo_v4.pth"</span>
<span class="n">pretrained_dict</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">weightfile</span><span class="p">,</span> <span class="n">map_location</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s1">'cpu'</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">pretrained_dict</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Execute-inference-for-a-single-image-and-display-output">
<h3>Execute inference for a single image and display output<a class="headerlink" href="#Execute-inference-for-a-single-image-and-display-output" title="Permalink to this headline">#</a></h3>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib.patches</span> <span class="k">as</span> <span class="nn">patches</span>
<span class="n">image_orig</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">orig_coco_val_data_loader</span><span class="p">))</span>
<span class="n">image</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">coco_val_data_loader</span><span class="p">))</span>
<span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">postprocess</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">)</span>
<span class="n">result_dict</span> <span class="o">=</span> <span class="n">get_results_as_dict</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">image_orig</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image_orig</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
<span class="k">for</span> <span class="n">xywh</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">result_dict</span><span class="p">[</span><span class="s1">'boxes'</span><span class="p">],</span> <span class="n">result_dict</span><span class="p">[</span><span class="s1">'labels'</span><span class="p">]):</span>
<span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="n">h</span> <span class="o">=</span> <span class="n">xywh</span>
<span class="n">rect</span> <span class="o">=</span> <span class="n">patches</span><span class="o">.</span><span class="n">Rectangle</span><span class="p">((</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">),</span> <span class="n">w</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">'g'</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">'none'</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">add_patch</span><span class="p">(</span><span class="n">rect</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="Run-compilation-with-manually-specified-device-placement">
<h3>Run compilation with manually specified device placement<a class="headerlink" href="#Run-compilation-with-manually-specified-device-placement" title="Permalink to this headline">#</a></h3>
<p>First, inspect the model without running compilation by adding the <code class="docutils literal notranslate"><span class="pre">skip_compiler=True</span></code> argument to the <code class="docutils literal notranslate"><span class="pre">torch.neuron.trace</span></code> call.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">model_neuron_for_inspection</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">skip_compiler</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model_neuron_for_inspection</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>Inspecting the model, we discover that there are many <code class="docutils literal notranslate"><span class="pre">aten::slice</span></code> operations in some submodules called <code class="docutils literal notranslate"><span class="pre">YoloLayer</span></code>. Although these operations are supported by the neuron-cc compiler, they are not going to run efficiently on the Inferentia hardware. To work it around, we recommend to manually place these operators on CPU.</p>
<p>To manually place <code class="docutils literal notranslate"><span class="pre">YoloLayer</span></code> on CPU, we may make use of the <code class="docutils literal notranslate"><span class="pre">subgraph_builder_function</span></code> argument in <code class="docutils literal notranslate"><span class="pre">torch.neuron.trace</span></code>. It is a callback function that returns <code class="docutils literal notranslate"><span class="pre">True</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code> based on information available in <code class="docutils literal notranslate"><span class="pre">node</span></code>. The typical use is a condition based on either <code class="docutils literal notranslate"><span class="pre">node.name</span></code> or <code class="docutils literal notranslate"><span class="pre">node.type_string</span></code>.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">subgraph_builder_function</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
<span class="k">return</span> <span class="s1">'YoloLayer'</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">name</span>
<span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">subgraph_builder_function</span><span class="o">=</span><span class="n">subgraph_builder_function</span><span class="p">)</span>
<span class="n">model_neuron</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">'yolo_v4_neuron.pt'</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>Compilation is now finished and the compiled model has been saved to a local file called ‘yolo_v4_neuron.pt’. Saving is important due to the slow compilation process.</p>
</div>
</div>
<div class="section" id="Part-4:-Evaluate-Accuracy-on-the-COCO-2017-Dataset">
<h2>Part 4: Evaluate Accuracy on the COCO 2017 Dataset<a class="headerlink" href="#Part-4:-Evaluate-Accuracy-on-the-COCO-2017-Dataset" title="Permalink to this headline">#</a></h2>
<div class="section" id="Load-compiled-model-and-run-inference">
<h3>Load compiled model and run inference<a class="headerlink" href="#Load-compiled-model-and-run-inference" title="Permalink to this headline">#</a></h3>
<p>To validate accuracy of the compiled model, lets run inference on the COCO 2017 validation dataset. We start by defining a helper function <code class="docutils literal notranslate"><span class="pre">run_inference</span></code>.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">run_inference</span><span class="p">(</span><span class="n">dataloader</span><span class="p">,</span> <span class="n">dataloader_orig</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">convert</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">modelName</span><span class="o">=</span><span class="s1">''</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Run Yolo V4 inference on the COCO dataset.</span>
<span class="sd"> Args:</span>
<span class="sd"> dataloader (iterable): Data loader of input processed images and labels.</span>
<span class="sd"> dataloader_orig (iterable): Data loader with original images.</span>
<span class="sd"> model (torch.nn.Module): The torch model to run inference against.</span>
<span class="sd"> convert (bool): Set to False when using a vanilla torchvision model that</span>
<span class="sd"> does not need to be transformed into coco format.</span>
<span class="sd"> Returns:</span>
<span class="sd"> imgIds (list): The list of images with predictions.</span>
<span class="sd"> cocoDt (pycocotools.coco.COCO): Contains the predictions from the model</span>
<span class="sd"> in coco format.</span>
<span class="sd"> """</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">================ Starting Inference on </span><span class="si">{}</span><span class="s1"> Images using </span><span class="si">{}</span><span class="s1"> model ================</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="nb">len</span><span class="p">(</span><span class="n">dataloader</span><span class="p">),</span> <span class="n">modelName</span><span class="p">))</span>
<span class="n">modelName</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">modelName</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">" "</span><span class="p">,</span> <span class="s2">"_"</span><span class="p">)</span>
<span class="c1"># convert predicition to cocoDt</span>
<span class="c1"># code from def evaluate in https://github.com/pytorch/vision/blob/master/references/detection/engine.py</span>
<span class="n">imgIds</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">skippedImages</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># time inference</span>
<span class="n">inference_time</span> <span class="o">=</span> <span class="mf">0.0</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="p">((</span><span class="n">image</span><span class="p">,</span> <span class="n">targets</span><span class="p">),</span> <span class="p">(</span><span class="n">image_orig</span><span class="p">,</span> <span class="n">_</span><span class="p">))</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">dataloader</span><span class="p">,</span> <span class="n">dataloader_orig</span><span class="p">)):</span>
<span class="c1"># if target is empty, skip the image because it breaks the scripted model</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">targets</span><span class="p">:</span>
<span class="n">skippedImages</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">idx</span><span class="p">)</span>
<span class="k">continue</span>
<span class="c1"># get the predictions</span>
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="n">delta</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span>
<span class="n">inference_time</span> <span class="o">+=</span> <span class="n">delta</span>
<span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">postprocess</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">)</span>
<span class="n">outputs</span> <span class="o">=</span> <span class="n">get_results_as_dict</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">image_orig</span><span class="p">)</span>
<span class="n">res</span> <span class="o">=</span> <span class="p">{</span><span class="n">target</span><span class="p">[</span><span class="s2">"image_id"</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">():</span> <span class="n">output</span> <span class="k">for</span> <span class="n">target</span><span class="p">,</span>
<span class="n">output</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">targets</span><span class="p">,</span> <span class="p">[</span><span class="n">outputs</span><span class="p">])}</span>
<span class="c1"># add the image id to imgIds</span>
<span class="n">image_id</span> <span class="o">=</span> <span class="n">targets</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s2">"image_id"</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
<span class="n">imgIds</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">image_id</span><span class="p">)</span>
<span class="c1"># convert the predicition into cocoDt results</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">prepare_for_coco_detection</span><span class="p">(</span><span class="n">res</span><span class="p">)</span>
<span class="n">results</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">==================== Performance Measurement ===================='</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Finished inference on </span><span class="si">{}</span><span class="s1"> images in </span><span class="si">{:.2f}</span><span class="s1"> seconds'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="nb">len</span><span class="p">(</span><span class="n">dataloader</span><span class="p">),</span> <span class="n">inference_time</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'=================================================================</span><span class="se">\n</span><span class="s1">'</span><span class="p">)</span>
<span class="c1"># create bbox detections file</span>
<span class="c1"># following code in https://github.com/aws/aws-neuron-sdk/blob/master/src/examples/tensorflow/yolo_v4_demo/evaluate.ipynb</span>
<span class="n">resultsfile</span> <span class="o">=</span> <span class="n">modelName</span> <span class="o">+</span> <span class="s1">'_bbox_detections.json'</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Generating json file...'</span><span class="p">)</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">resultsfile</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span>
<span class="c1"># return COCO api object with loadRes</span>
<span class="n">cocoDt</span> <span class="o">=</span> <span class="n">cocoGt</span><span class="o">.</span><span class="n">loadRes</span><span class="p">(</span><span class="n">resultsfile</span><span class="p">)</span>
<span class="k">return</span> <span class="n">imgIds</span><span class="p">,</span> <span class="n">cocoDt</span>
</pre></div>
</div>
</div>
<p>The next step is to simply load the compiled model from disk and then run inference.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">'yolo_v4_neuron.pt'</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">imgIds</span><span class="p">,</span> <span class="n">cocoDt</span> <span class="o">=</span> <span class="n">run_inference</span><span class="p">(</span><span class="n">coco_val_data_loader</span><span class="p">,</span> <span class="n">orig_coco_val_data_loader</span><span class="p">,</span> <span class="n">model_neuron</span><span class="p">)</span>
</pre></div>
</div>
</div>
<p>We then use the standard <code class="docutils literal notranslate"><span class="pre">pycocotools</span></code> routines to generate a report of bounding box precision/recall.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">pycocotools.cocoeval</span> <span class="kn">import</span> <span class="n">COCOeval</span>
<span class="n">cocoEval</span> <span class="o">=</span> <span class="n">COCOeval</span><span class="p">(</span><span class="n">cocoGt</span><span class="p">,</span> <span class="n">cocoDt</span><span class="p">,</span> <span class="s1">'bbox'</span><span class="p">)</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">imgIds</span> <span class="o">=</span> <span class="n">imgIds</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">evaluate</span><span class="p">()</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">accumulate</span><span class="p">()</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">summarize</span><span class="p">()</span>
</pre></div>
</div>
</div>
<p>For reference, we may perform the same evaluation on the CPU model.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">imgIdsRef</span><span class="p">,</span> <span class="n">cocoDtRef</span> <span class="o">=</span> <span class="n">run_inference</span><span class="p">(</span><span class="n">coco_val_data_loader</span><span class="p">,</span> <span class="n">orig_coco_val_data_loader</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">cocoEval</span> <span class="o">=</span> <span class="n">COCOeval</span><span class="p">(</span><span class="n">cocoGt</span><span class="p">,</span> <span class="n">cocoDtRef</span><span class="p">,</span> <span class="s1">'bbox'</span><span class="p">)</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">imgIds</span> <span class="o">=</span> <span class="n">imgIdsRef</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">evaluate</span><span class="p">()</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">accumulate</span><span class="p">()</span>
<span class="n">cocoEval</span><span class="o">.</span><span class="n">summarize</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="Part-5:-Benchmark-COCO-Dataset-Performance-of-the-Neuron-Optimized-TorchScript">
<h2>Part 5: Benchmark COCO Dataset Performance of the Neuron-Optimized TorchScript<a class="headerlink" href="#Part-5:-Benchmark-COCO-Dataset-Performance-of-the-Neuron-Optimized-TorchScript" title="Permalink to this headline">#</a></h2>
<p>The following code snippet sets up data parallel on 16 NeuronCores and runs saturated multi-threaded inference on the Inferentia accelerator. Note that the number of cores (<code class="docutils literal notranslate"><span class="pre">n_cores</span></code>) should be set to the number of available NeuronCores on the current instance.</p>
<div class="nbinput nblast docutils container">
<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
</pre></div>
</div>
<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torch.neuron</span>
<span class="kn">import</span> <span class="nn">torchvision</span>
<span class="kn">import</span> <span class="nn">torchvision.transforms</span> <span class="k">as</span> <span class="nn">transforms</span>
<span class="kn">import</span> <span class="nn">torchvision.datasets</span> <span class="k">as</span> <span class="nn">dset</span>
<span class="kn">import</span> <span class="nn">multiprocessing</span> <span class="k">as</span> <span class="nn">mp</span>
<span class="kn">from</span> <span class="nn">concurrent.futures</span> <span class="kn">import</span> <span class="n">ThreadPoolExecutor</span>
<span class="kn">import</span> <span class="nn">PIL</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="n">n_threads</span> <span class="o">=</span> <span class="mi">16</span>
<span class="k">def</span> <span class="nf">get_image_filenames</span><span class="p">(</span><span class="n">root</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">()):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Generate paths to the coco dataset image files.</span>
<span class="sd"> Args:</span>
<span class="sd"> root (str): The root folder contains.</span>
<span class="sd"> Yields:</span>
<span class="sd"> filename (str): The path to an image file.</span>
<span class="sd"> """</span>
<span class="n">image_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="s1">'val2017'</span><span class="p">)</span>
<span class="k">for</span> <span class="n">root</span><span class="p">,</span> <span class="n">dirs</span><span class="p">,</span> <span class="n">files</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">image_path</span><span class="p">):</span>
<span class="k">for</span> <span class="n">filename</span> <span class="ow">in</span> <span class="n">files</span><span class="p">:</span>
<span class="k">yield</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">image_path</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Load an image and convert to the expected Yolo V4 tensor format.</span>
<span class="sd"> Args:</span>
<span class="sd"> path (str): The image file to load from disk.</span>
<span class="sd"> Returns:</span>
<span class="sd"> result (torch.Tensor): The image for prediction. Shape: [1, 3, 608, 608]</span>
<span class="sd"> """</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">PIL</span><span class="o">.</span><span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">path</span><span class="p">)</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="s1">'RGB'</span><span class="p">)</span>
<span class="n">resized</span> <span class="o">=</span> <span class="n">torchvision</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="p">[</span><span class="mi">608</span><span class="p">,</span> <span class="mi">608</span><span class="p">])</span>
<span class="n">tensor</span> <span class="o">=</span> <span class="n">torchvision</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">to_tensor</span><span class="p">(</span><span class="n">resized</span><span class="p">)</span>
<span class="k">return</span> <span class="n">tensor</span><span class="o">.</span><span class="n">unsqueeze</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">load_model</span><span class="p">(</span><span class="n">filename</span><span class="o">=</span><span class="s1">'yolo_v4_neuron.pt'</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Load and pre-warm the Yolo V4 model.</span>
<span class="sd"> Args:</span>
<span class="sd"> filename (str): The location to load the model from.</span>
<span class="sd"> Returns:</span>
<span class="sd"> model (torch.nn.Module): The torch model.</span>
<span class="sd"> """</span>
<span class="c1"># Load model from disk</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span>
<span class="c1"># Warm up model on neuron by running a single example image</span>
<span class="n">filename</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">get_image_filenames</span><span class="p">()))</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span>
<span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="k">return</span> <span class="n">model</span>
<span class="k">def</span> <span class="nf">task</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">filename</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> The thread task to perform prediction.</span>
<span class="sd"> This does the full end-to-end processing of an image from loading from disk</span>
<span class="sd"> all the way to classifying and filtering bounding boxes.</span>
<span class="sd"> Args:</span>
<span class="sd"> model (torch.nn.Module): The model to run processing with</span>
<span class="sd"> filename (str): The image file to load from disk.</span>
<span class="sd"> Returns:</span>
<span class="sd"> boxes (torch.Tensor): The Yolo V4 bounding boxes.</span>
<span class="sd"> scores (torch.Tensor): The label score for each box.</span>
<span class="sd"> labels (torch.Tensor): The label for each box.</span>
<span class="sd"> """</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span>
<span class="n">begin</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
<span class="n">delta</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">begin</span>
<span class="k">return</span> <span class="n">postprocess</span><span class="p">(</span><span class="n">boxes</span><span class="p">,</span> <span class="n">scores</span><span class="p">),</span> <span class="n">delta</span>
<span class="k">def</span> <span class="nf">benchmark</span><span class="p">():</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Run a benchmark on the entire COCO dataset against the neuron model.</span>
<span class="sd"> """</span>
<span class="c1"># Load a model into each NeuronCore</span>
<span class="n">models</span> <span class="o">=</span> <span class="p">[</span><span class="n">load_model</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_cores</span><span class="p">)]</span>
<span class="c1"># Create input/output lists</span>
<span class="n">filenames</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">get_image_filenames</span><span class="p">())</span>
<span class="n">results</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="n">latency</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="c1"># We want to keep track of average completion time per thread</span>
<span class="n">sum_time</span> <span class="o">=</span> <span class="mf">0.0</span>
<span class="c1"># Submit all tasks and wait for them to finish</span>
<span class="k">with</span> <span class="n">ThreadPoolExecutor</span><span class="p">(</span><span class="n">n_threads</span><span class="p">)</span> <span class="k">as</span> <span class="n">pool</span><span class="p">:</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">filename</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">filenames</span><span class="p">):</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">pool</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">task</span><span class="p">,</span> <span class="n">models</span><span class="p">[</span><span class="n">i</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">models</span><span class="p">)],</span> <span class="n">filename</span><span class="p">)</span>
<span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
<span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
<span class="n">results</span><span class="p">,</span> <span class="n">times</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">result</span><span class="p">()</span> <span class="c1"># Note: Outputs unused for benchmark</span>
<span class="n">latency</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">times</span><span class="p">)</span>
<span class="n">sum_time</span> <span class="o">+=</span> <span class="n">times</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Duration: '</span><span class="p">,</span> <span class="n">sum_time</span> <span class="o">/</span> <span class="n">n_threads</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Images Per Second:'</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">filenames</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">sum_time</span> <span class="o">/</span> <span class="n">n_threads</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P50: </span><span class="si">{:.1f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">[</span><span class="mi">1000</span><span class="p">:],</span> <span class="mi">50</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P90: </span><span class="si">{:.1f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">[</span><span class="mi">1000</span><span class="p">:],</span> <span class="mi">90</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P95: </span><span class="si">{:.1f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">[</span><span class="mi">1000</span><span class="p">:],</span> <span class="mi">95</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"Latency P99: </span><span class="si">{:.1f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latency</span><span class="p">[</span><span class="mi">1000</span><span class="p">:],</span> <span class="mi">99</span><span class="p">)</span><span class="o">*</span><span class="mf">1000.0</span><span class="p">))</span>
<span class="n">benchmark</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:45.207Z
|
NeuronCore-v1 Architecture — AWS Neuron Documentation
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch
|
# NeuronCore-v1 Architecture — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
## NeuronCore-v1 Architecture[#](#neuroncore-v1-architecture "Permalink to this headline")
NeuronCore-v1 is the first generation of the NeuronCore engine, powering the Inferentia NeuronDevices. Each NeuronCore-v1 is a fully-independent heterogenous compute-unit, with 3 main engines (Tensor/Vector/Scalar Engines), and on-chip software-managed SRAM memory, for maximizing data locality (compiler managed, for maximum data locality and optimized data prefetch).
The ScalarEngine is optimized for scalar-computations, in which every element of the output is dependent on one element of the input, e.g. non-linearities like GELU, SIGMOID or EXP. The ScalarEngine is highly parallelized, and can process 512 floating point operations per cycle. It can handle various data-types, including FP16, BF16, FP32, INT8, INT16 and INT32.
The VectorEngine is optimized for vector-computations, in which every element of the output is dependent on multiple input elements. Examples include ‘axpy’ operations (Z=aX+Y), Layer Normalization, Pooling operations, and many more. The VectorEngine is also highly parallelized, and can perform 256 floating point operations per cycle. It can handle various data-types, including FP16, BF16, FP32, INT8, INT16 and INT32.
The TensorEngine is based on a power-optimized systolic-array which is highly optimized for tensor computations (e.g. GEMM, CONV, Reshape, Transpose), and supports mixed-precision computations (FP16/BF16/INT8 inputs, FP32/INT32 outputs). Each NeuronCore-v1 TensorEngine delivers 16 TFLOPS of FP16/BF16 tensor computations.
_This document is relevant for_: `Inf1`
|
<!DOCTYPE html><html lang="en"><head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuronCore-v1 Architecture — AWS Neuron Documentation</title>
<!-- Loaded before other Sphinx assets -->
<link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
<link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2">
<link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css">
<link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css">
<link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css">
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css">
<link rel="stylesheet" type="text/css" href="../../../_static/contentui.css">
<link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css">
<link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css">
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf">
<script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&l=dataLayer&cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
<script src="../../../_static/jquery.js"></script>
<script src="../../../_static/underscore.js"></script>
<script src="../../../_static/doctools.js"></script>
<script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script>
<script src="../../../_static/contentui.js"></script>
<script src="../../../_static/design-tabs.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script>
<link rel="index" title="Index" href="../../../genindex.html">
<link rel="search" title="Search" href="../../../search.html">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="docsearch:language" content="en">
<!-- Google Analytics -->
<style type="text/css">
ul.ablog-archive {
list-style: none;
overflow: auto;
margin-left: 0px;
}
ul.ablog-archive li {
float: left;
margin-right: 5px;
font-size: 80%;
}
ul.postlist a {
font-style: italic;
}
ul.postlist-style-disc {
list-style-type: disc;
}
ul.postlist-style-none {
list-style-type: none;
}
ul.postlist-style-circle {
list-style-type: circle;
}
</style>
<!-- RTD Extra Head -->
<link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css">
<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/neuron-core-v1", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script>
<!--
Using this variable directly instead of using `JSON.parse` is deprecated.
The READTHEDOCS_DATA global variable will be removed in the future.
-->
<script type="text/javascript">
READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML);
</script>
<script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script>
<!-- end RTD <extrahead> -->
<script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head>
<body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled">
<!-- Checkboxes to toggle the left sidebar -->
<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar">
<label class="overlay overlay-navbar" for="__navigation">
<div class="visually-hidden">Toggle navigation sidebar</div>
</label>
<!-- Checkboxes to toggle the in-page toc -->
<input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents">
<label class="overlay overlay-pagetoc" for="__page-toc">
<div class="visually-hidden">Toggle in-page Table of Contents</div>
</label>
<!-- Headers at the top -->
<div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div>
<div class="header header-item noprint"></div>
<div class="container-fluid" id="banner"></div>
<div class="container-xl">
<div class="row">
<!-- Sidebar -->
<div class="bd-sidebar noprint" id="site-navigation">
<div class="bd-sidebar__content">
<div class="bd-sidebar__top"><div class="navbar-brand-box">
<a class="navbar-brand text-wrap" href="../../../index.html">
<!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 -->
<img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo">
<h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1>
</a>
</div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get">
<i class="icon fas fa-search"></i>
<input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off">
</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
<div class="bd-toc-item active">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Overview
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/docs-quicklinks.html">
Quick Links
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/index.html">
Get Started with Neuron
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../quick-start/github-samples.html">
GitHub Samples
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../benchmarks/index.html">
Performance
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/index.html">
What’s New
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../announcements/index.html">
Announcements
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Frameworks
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/torch/index.html">
PyTorch Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox">
<label for="toctree-checkbox-1">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/torch/torch-setup.html">
Pytorch Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox">
<label for="toctree-checkbox-2">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox">
<label for="toctree-checkbox-3">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html">
Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html">
BERT TorchServe Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html">
LibTorch C++ Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html">
Compiling and Deploying ResNet50 on Trn1 or Inf2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html">
T5 model inference on Trn1 or Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox">
<label for="toctree-checkbox-4">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/">
AWS Neuron Samples GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx">
Transformers Neuron GitHub samples
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox">
<label for="toctree-checkbox-5">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox">
<label for="toctree-checkbox-6">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html">
NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html">
Data Parallel Inference on torch_neuronx
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox">
<label for="toctree-checkbox-7">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox">
<label for="toctree-checkbox-8">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox">
<label for="toctree-checkbox-9">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox">
<label for="toctree-checkbox-10">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox">
<label for="toctree-checkbox-11">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html">
PyTorch Neuron trace Python API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html">
torch.neuron.DataParallel API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement API [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox">
<label for="toctree-checkbox-12">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html">
Running Inference on Variable Input Shapes with Bucketing
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html">
Developer Guide - PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
<code class="xref py py-class docutils literal notranslate">
<span class="pre">
LSTM
</span>
</code>
Support
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Core Placement
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox">
<label for="toctree-checkbox-13">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) Supported operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html">
Troubleshooting Guide for PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox">
<label for="toctree-checkbox-14">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox">
<label for="toctree-checkbox-15">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html">
Hugging Face BERT Pretraining Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html">
Multi-Layer Perceptron Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html">
PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html">
Fine-tune T5 model on Trn1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html">
ZeRO-1 Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html">
Analyze for Training Tutorial
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox">
<label for="toctree-checkbox-16">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron">
AWS Neuron Reference for Nemo Megatron GitHub Repository
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples">
AWS Neuron Samples for AWS ParallelCluster
</a>
</li>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox">
<label for="toctree-checkbox-17">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html">
PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html">
PyTorch Neuron Environment Variables (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox">
<label for="toctree-checkbox-18">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html">
Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html">
Developer Guide for Profiling with PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox">
<label for="toctree-checkbox-19">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) - Supported Operators
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html">
How to prepare trn1.32xlarge for multi-node execution
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) for Training Troubleshooting Guide
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/index.html">
TensorFlow Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox">
<label for="toctree-checkbox-20">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html">
Tensorflow Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html">
Inference (Inf2 & Trn1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox">
<label for="toctree-checkbox-21">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox">
<label for="toctree-checkbox-22">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html">
HuggingFace Roberta-Base
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html">
Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox">
<label for="toctree-checkbox-23">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) analyze_model API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox">
<label for="toctree-checkbox-24">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
) Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox">
<label for="toctree-checkbox-25">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox">
<label for="toctree-checkbox-26">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html">
Additional Examples
</a>
<input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox">
<label for="toctree-checkbox-27">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference">
AWS Neuron Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox">
<label for="toctree-checkbox-28">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Tracing API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html">
TensorFlow 2.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) analyze_model API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html">
TensorFlow 1.x (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Compilation API
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
) Auto Multicore Replication (Experimental)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox">
<label for="toctree-checkbox-29">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF2.x)
</span>
</code>
) Accelerated (torch-neuron) Python APIs and Graph Ops
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html">
TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
<span class="pre">
(TF1.x)
</span>
</code>
) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/tensorflow/training.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html">
Apache MXNet (Incubating)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox">
<label for="toctree-checkbox-30">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html">
MXNet Neuron Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html">
Inference (Inf1)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox">
<label for="toctree-checkbox-31">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox">
<label for="toctree-checkbox-32">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html">
Computer Vision Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html">
Natural Language Processing (NLP) Tutorials
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html">
Utilizing Neuron Capabilities Tutorials
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox">
<label for="toctree-checkbox-33">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html">
Neuron Apache MXNet (Incubating) Compilation Python API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox">
<label for="toctree-checkbox-34">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html">
Flexible Execution Group (FlexEG) in Neuron-MXNet
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox">
<label for="toctree-checkbox-35">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html">
Troubleshooting Guide for Neuron Apache MXNet (Incubating)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html">
Neuron Apache MXNet (Incubating) Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
ML Libraries
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/index.html">
Transformers Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox">
<label for="toctree-checkbox-36">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox">
<label for="toctree-checkbox-37">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) Developer Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox">
<label for="toctree-checkbox-38">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">
Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb">
Hugging Face facebook/opt-13b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb">
Hugging Face facebook/opt-30b autoregressive sampling on Inf2 & Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb">
Hugging Face facebook/opt-66b autoregressive sampling on Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox">
<label for="toctree-checkbox-39">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html">
Transformers Neuron (
<code class="docutils literal notranslate">
<span class="pre">
transformers-neuronx
</span>
</code>
) release notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/index.html">
Neuron Distributed
</a>
<input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox">
<label for="toctree-checkbox-40">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html">
Setup
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html">
App Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox">
<label for="toctree-checkbox-41">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html">
Tensor Parallelism Overview
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox">
<label for="toctree-checkbox-42">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html">
API Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox">
<label for="toctree-checkbox-43">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html">
Developer guide for Tensor Parallelism (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox">
<label for="toctree-checkbox-44">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html">
Training using Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html">
Training GPT-NeoX 6.9B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html">
Training GPT-NeoX 20B using TP and ZeRO-1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html">
T5 inference with Tensor Parallelism
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html">
Inference using Tensor Parallelism
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox">
<label for="toctree-checkbox-45">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html">
Neuron Distributed Release Notes (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-distributed
</span>
</code>
)
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../../libraries/nemo-megatron/index.html">
AWS Neuron Reference for NeMo Megatron
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
User Guide
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-runtime/index.html">
Neuron Runtime
</a>
<input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox">
<label for="toctree-checkbox-46">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox">
<label for="toctree-checkbox-47">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html">
Runtime API
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/configuration-guide.html">
Configuration Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox">
<label for="toctree-checkbox-48">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html">
Runtime Configuration
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-runtime/misc-runtime.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox">
<label for="toctree-checkbox-49">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html">
Troubleshooting on Inf1 and Trn1
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-runtime/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html">
Neuron Runtime Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html">
Neuron Driver Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html">
Neuron Collectives Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../compiler/index.html">
Neuron Compiler
</a>
<input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox">
<label for="toctree-checkbox-50">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc.html">
Neuron Compiler for Trn1 & Inf2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox">
<label for="toctree-checkbox-51">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox">
<label for="toctree-checkbox-52">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html">
Neuron Compiler CLI Reference Guide
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox">
<label for="toctree-checkbox-53">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html">
Mixed Precision and Performance-accuracy Tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuronx-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox">
<label for="toctree-checkbox-54">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuronx-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html">
What's New
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc.html">
Neuron Compiler for Inf1
</a>
<input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox">
<label for="toctree-checkbox-55">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox">
<label for="toctree-checkbox-56">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html">
Neuron compiler CLI Reference Guide (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox">
<label for="toctree-checkbox-57">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html">
Mixed precision and performance-accuracy tuning (
<code class="docutils literal notranslate">
<span class="pre">
neuron-cc
</span>
</code>
)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html">
Misc
</a>
<input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox">
<label for="toctree-checkbox-58">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../compiler/neuron-cc/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html">
What's New
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html">
Neuron Supported operators
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../neuron-customops/index.html">
Neuron C++ Custom Operators
</a>
<input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox">
<label for="toctree-checkbox-59">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html">
API Reference Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox">
<label for="toctree-checkbox-60">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html">
Custom Operators API Reference Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html">
Developer Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox">
<label for="toctree-checkbox-61">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html">
Neuron Custom C++ Operators Developer Guide [Experimental]
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox">
<label for="toctree-checkbox-62">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html">
Neuron Custom C++ Operators in MLP Training
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html">
Neuron Custom C++ Operators Performance Optimization
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../neuron-customops/misc-customops.html">
Misc (Neuron Custom C++ Operators)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox">
<label for="toctree-checkbox-63">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html">
Neuron Custom C++ Tools Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html">
Neuron Custom C++ Library Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../tools/index.html">
Neuron Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox">
<label for="toctree-checkbox-64">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuron-sys-tools/index.html">
System Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox">
<label for="toctree-checkbox-65">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html">
Neuron-Monitor User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html">
Neuron-Top User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html">
Neuron-LS User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html">
Neuron Profile User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html">
Neuron-Sysfs User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html">
NCCOM-TEST User Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html">
What's New
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/tensorboard/index.html">
TensorBoard
</a>
<input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox">
<label for="toctree-checkbox-66">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html">
Track Training Progress in TensorBoard using PyTorch Neuron
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html">
TensorBoard Plugin for Neuron (Trn1)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html">
What's New
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html">
TensorBoard Plugin for Neuron (Inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/helper-tools/index.html">
Helper Tools
</a>
<input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox">
<label for="toctree-checkbox-67">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html">
Check Model
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html">
GatherInfo
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../tools/neuronperf/index.html">
NeuronPerf (Beta)
</a>
<input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox">
<label for="toctree-checkbox-68">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html">
Overview
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html">
Terminology
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html">
Examples
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html">
Benchmark Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html">
Evaluate Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html">
Compile Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html">
Model Index Guide
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html">
API
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html">
Framework Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html">
Troubleshooting
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../tools/neuronperf/rn.html">
What’s New
</a>
<input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox">
<label for="toctree-checkbox-69">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/tools/neuronperf.html">
NeuronPerf 1.x Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../calculator/neuron-calculator.html">
Neuron Calculator
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../setup/index.html">
Setup Guide
</a>
<input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox">
<label for="toctree-checkbox-70">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuronx.html">
PyTorch Neuron (torch-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/torch-neuron.html">
PyTorch Neuron (torch-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuronx.html">
Tensorflow Neuron (tensorflow-neuronx)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/tensorflow-neuron.html">
Tensorflow Neuron (tensorflow-neuron)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../setup/mxnet-neuron.html">
MxNet Neuron (mxnet-neuron)
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../../containers/index.html">
Containers Deployment
</a>
<input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox">
<label for="toctree-checkbox-71">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox">
<label for="toctree-checkbox-72">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox">
<label for="toctree-checkbox-73">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html">
Run inference in pytorch neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox">
<label for="toctree-checkbox-74">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html">
Run training in Pytorch Neuron container
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox">
<label for="toctree-checkbox-75">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox">
<label for="toctree-checkbox-76">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../devflows/index.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox">
<label for="toctree-checkbox-77">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../../containers/index.html">
Deploy Containers with Neuron
</a>
<input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox">
<label for="toctree-checkbox-78">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html">
Locate Neuron DLC Image
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/getting-started.html">
Getting Started
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../../containers/kubernetes-getting-started.html">
Kubernetes Getting Started
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/tutorials.html">
Tutorials
</a>
<input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox">
<label for="toctree-checkbox-79">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/inference/index.html">
Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/tutorials/training/index.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/developerflows.html">
Developer Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox">
<label for="toctree-checkbox-80">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html">
Deploy Neuron Container on EC2
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html">
FAQ, Troubleshooting and Release Note
</a>
<input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox">
<label for="toctree-checkbox-81">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/faq.html">
FAQ
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../containers/troubleshooting.html">
Troubleshooting Neuron Containers
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-containers.html">
Neuron Containers Release Notes
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../release-notes/containers/neuron-k8.html">
Neuron K8 Release Notes
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ec2-flows.html">
AWS EC2
</a>
<input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox">
<label for="toctree-checkbox-82">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ec2-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox">
<label for="toctree-checkbox-83">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html">
Compile with Framework API and Deploy on EC2 Inf1
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html">
Compile with Framework API and Deploy on EC2 Inf2
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/ec2-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox">
<label for="toctree-checkbox-84">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/ec2/ec2-training.html">
Train your model on EC2
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/eks-flows.html">
Amazon EKS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox">
<label for="toctree-checkbox-85">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/eks-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox">
<label for="toctree-checkbox-86">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/eks-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/ecs-flows.html">
AWS ECS
</a>
<input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox">
<label for="toctree-checkbox-87">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/ecs-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox">
<label for="toctree-checkbox-88">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/ecs-flows.html">
Training
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/sagemaker-flows.html">
Sagemaker
</a>
<input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox">
<label for="toctree-checkbox-89">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/inference/sagemaker-flows.html">
Inference
</a>
<input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox">
<label for="toctree-checkbox-90">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html">
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/sagemaker-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox">
<label for="toctree-checkbox-91">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html">
Train your model on SageMaker
</a>
</li>
</ul>
</li>
<li class="toctree-l3">
<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">
AWS Neuron Sagemaker Samples GitHub Repository
</a>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/parallelcluster-flows.html">
Parallel Cluster
</a>
<input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox">
<label for="toctree-checkbox-92">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html">
Inference
</a>
</li>
<li class="toctree-l3 has-children">
<a class="reference internal" href="../../devflows/training/parallelcluster-flows.html">
Training
</a>
<input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox">
<label for="toctree-checkbox-93">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l4">
<a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html">
Train your model on ParallelCluster
</a>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2 has-children">
<a class="reference internal" href="../../devflows/aws-batch-flows.html">
AWS Batch Flows
</a>
<input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox">
<label for="toctree-checkbox-94">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/inference/aws-batch-flows.html">
Inference
</a>
</li>
<li class="toctree-l3">
<a class="reference internal" href="../../devflows/training/aws-batch-flows.html">
Training
</a>
</li>
</ul>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Learning Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children">
<a class="reference internal" href="../index.html">
Architecture
</a>
<input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox">
<label for="toctree-checkbox-95">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="inf1-arch.html">
AWS Inf1 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="trn1-arch.html">
AWS Trn1/Trn1n Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inf2-arch.html">
AWS Inf2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inferentia.html">
Inferentia Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="inferentia2.html">
Inferentia2 Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="trainium.html">
Trainium Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="neuroncores-arch.html">
AWS NeuronCore Architecture
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../model-architecture-fit.html">
Neuron Model Architecture Fit Guidelines
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../glossary.html">
Neuron Glossary
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../neuron-features/index.html">
Features
</a>
<input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox">
<label for="toctree-checkbox-96">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/data-types.html">
Data Types
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/rounding-modes.html">
Rounding Modes
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuroncore-batching.html">
Neuron Batching
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuroncore-pipeline.html">
NeuronCore Pipeline
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/neuron-caching.html">
Neuron Persistent Cache
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/collective-communication.html">
Collective Communication
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/control-flow.html">
Neuron Control Flow
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html">
Neuron Custom C++ Operators
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../neuron-features/dynamic-shapes.html">
Neuron Dynamic Shapes
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../appnotes/index.html">
Application Notes
</a>
<input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox">
<label for="toctree-checkbox-97">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html">
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html">
Introducing Neuron Runtime 2.x (libnrt.so)
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html">
Performance Tuning
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html">
Parallel Execution using NEURON_RT_NUM_CORES
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html">
Running R-CNNs on Inf1
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">
Generative LLM inference with Neuron
</a>
</li>
</ul>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="../../troubleshooting.html">
Troubleshooting
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About Neuron
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="../../../release-notes/release.html">
Release Details
</a>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../roadmap-readme.html">
Roadmap
</a>
<input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox">
<label for="toctree-checkbox-98">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">
Neuron Public Roadmap
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="../../support.html">
Support
</a>
<input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox">
<label for="toctree-checkbox-99">
<i class="fas fa-chevron-down">
</i>
</label>
<ul>
<li class="toctree-l2">
<a class="reference internal" href="../../sdk-policy.html">
SDK Maintenance Policy
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../security.html">
Security Disclosures
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="../../contact.html">
Contact Us
</a>
</li>
</ul>
</li>
</ul>
</div>
</nav></div>
<div class="bd-sidebar__bottom">
<!-- To handle the deprecated key -->
<div class="navbar_extra_footer">
Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a>
</div>
</div>
</div>
<div id="rtd-footer-container"><!-- Inserted RTD Footer -->
<div class="injected">
<div class="rst-versions rst-badge" data-toggle="rst-versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> </span>
v: v2.14.1
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Versions</dt>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/neuron-core-v1.html">latest</a>
</dd>
<dd class="rtd-current-item">
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuron-core-v1.html">v2.14.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.14.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/neuron-core-v1.html">v2.13.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/neuron-core-v1.html">v2.13.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.13.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/neuron-core-v1.html">v2.12.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/neuron-core-v1.html">v2.12.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.12.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.11.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.10.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/neuron-core-v1.html">v2.9.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.9.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.8.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.7.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.6.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.5.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.4.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/neuron-core-v1.html">v2.3.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/neuron-core-v1.html">v1.19.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/neuron-core-v1.html">v1.19.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/neuron-core-v1.html">v1.19.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/neuron-core-v1.html">v1.18.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/neuron-core-v1.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/neuron-core-v1.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/neuron-core-v1.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/neuron-core-v1.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/neuron-core-v1.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/neuron-core-v1.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/neuron-core-v1.html">v1.16.0</a>
</dd>
</dl>
<dl>
<dt>Downloads</dt>
<dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd>
</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/neuron-core-v1.rst">View</a>
</dd>
</dl>
<hr>
<div>
<div>
Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<!-- A tiny helper pixel to detect if we've scrolled -->
<div class="sbt-scroll-pixel-helper"></div>
<!-- Main content -->
<div class="col py-0 content-container">
<div class="header-article row sticky-top noprint">
<div class="col py-1 d-flex header-article-main">
<div class="header-article__left">
<label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation">
<span class="headerbtn__icon-container">
<i class="fas fa-bars"></i>
</span>
</label>
</div>
<div class="header-article__right">
<button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode">
<span class="headerbtn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<div class="menu-dropdown menu-dropdown-repository-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories">
<i class="fab fa-github"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository">
<span class="headerbtn__icon-container">
<i class="fab fa-github"></i>
</span>
<span class="headerbtn__text-container">repository</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/neuron-core-v1.html&body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue">
<span class="headerbtn__icon-container">
<i class="fas fa-lightbulb"></i>
</span>
<span class="headerbtn__text-container">open issue</span>
</a>
</li>
<li>
<a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/neuron-core-v1.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page">
<span class="headerbtn__icon-container">
<i class="fas fa-pencil-alt"></i>
</span>
<span class="headerbtn__text-container">suggest edit</span>
</a>
</li>
</ul>
</div>
</div>
<div class="menu-dropdown menu-dropdown-download-buttons">
<button class="headerbtn menu-dropdown__trigger" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<div class="menu-dropdown__content">
<ul>
<li>
<a href="../../../_sources/general/arch/neuron-hardware/neuron-core-v1.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file">
<span class="headerbtn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="headerbtn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF">
<span class="headerbtn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="headerbtn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Table of contents -->
<div class="col-md-3 bd-toc show noprint">
</div>
</div>
<div class="article row">
<div class="col pl-md-3 pl-lg-5 content-container">
<!-- Table of contents that is only displayed when printing the page -->
<div id="jb-print-docs-body" class="onlyprint">
<h1>NeuronCore-v1 Architecture</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="neuroncore-v1-architecture">
<span id="neuroncores-v1-arch"></span><h1>NeuronCore-v1 Architecture<a class="headerlink" href="#neuroncore-v1-architecture" title="Permalink to this headline">#</a></h1>
<p>NeuronCore-v1 is the first generation of the NeuronCore engine, powering
the Inferentia NeuronDevices. Each NeuronCore-v1 is a fully-independent
heterogenous compute-unit, with 3 main engines (Tensor/Vector/Scalar
Engines), and on-chip software-managed SRAM memory, for
maximizing data locality (compiler managed, for maximum data locality
and optimized data prefetch).</p>
<img alt="../../../_images/nc-v1.png" src="../../../_images/nc-v1.png">
<p>The ScalarEngine is optimized for scalar-computations, in which every
element of the output is dependent on one element of the input, e.g.
non-linearities like GELU, SIGMOID or EXP. The ScalarEngine is highly
parallelized, and can process 512 floating point operations per cycle.
It can handle various data-types, including FP16, BF16, FP32, INT8,
INT16 and INT32.</p>
<p>The VectorEngine is optimized for vector-computations,
in which every element of the output is dependent on multiple input
elements. Examples include ‘axpy’ operations (Z=aX+Y), Layer
Normalization, Pooling operations, and many more. The VectorEngine is
also highly parallelized, and can perform 256 floating point operations
per cycle. It can handle various data-types, including FP16, BF16, FP32,
INT8, INT16 and INT32.</p>
<p>The TensorEngine is based on a power-optimized systolic-array which is
highly optimized for tensor computations (e.g. GEMM, CONV, Reshape,
Transpose), and supports mixed-precision computations (FP16/BF16/INT8
inputs, FP32/INT32 outputs). Each NeuronCore-v1 TensorEngine delivers 16
TFLOPS of FP16/BF16 tensor computations.</p>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
</div>
<div class="section">
</div>
</div>
</main>
<footer class="footer-article noprint">
<!-- Previous / next buttons -->
<div class="prev-next-area">
</div>
</footer>
</div>
</div>
<div class="footer-content row">
<footer class="col footer"><p>
By AWS<br>
© Copyright 2023, Amazon.com.<br>
</p>
</footer>
</div>
</div>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html>
|
2023-09-29T20:54:45.293Z
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/api-compilation-python-api.rst.txt
|
```
.. _torch_neuron_trace_api:
PyTorch-Neuron trace python API
================================
The PyTorch-Neuron trace Python API provides a method to generate
PyTorch models for execution on Inferentia, which can be serialized as
TorchScript. It is analogous to :func:`torch.jit.trace` function in PyTorch.
.. py:function:: torch_neuron.trace(model, example_inputs, **kwargs)
The :func:`torch_neuron.trace` method sends operations to
the Neuron-Compiler (``neuron-cc``) for compilation and embeds compiled
artifacts in a TorchScript graph.
Compilation can be done on any EC2 machine with sufficient memory and
compute resources. c5.4xlarge or larger is recommended.
Options can be passed to Neuron compiler via the compile function. See
:ref:`neuron-compiler-cli-reference`
for more information about compiler options.
This function partitions nodes into operations that are supported
by Neuron and operations which are not. Operations which are not supported
by Neuron are run on CPU. Graph partitioning can be controlled by the
``subgraph_builder_function``, ``minimum_segment_size``, and ``fallback``
parameters (See below). By default all supported operations are compiled and
run on Neuron.
The compiled graph can be saved using the :func:`torch.jit.save` function and
restored using :func:`torch.jit.load` function for inference on Inf1 instances.
During inference, the previously compiled artifacts will be loaded into
the Neuron Runtime for inference execution.
*Required Arguments*
:arg ~torch.nn.Module,callable model: The functions that that will be run with
``example_inputs`` arguments. The arguments and return types must compatible
with :func:`torch.jit.trace`. When a :class:`~torch.nn.Module` is passed
to :func:`torch_neuron.trace`, only the :func:`~torch.nn.Module.forward`
method is run and traced.
:arg tuple example_inputs: A tuple of example inputs that will be passed to
the ``model`` while tracing. The resulting trace can be run with inputs
of different types and shapes assuming the traced operations support
those types and shapes. This parameter may also be a single
:class:`torch.Tensor` in which case it is automatically wrapped in a
``tuple``.
*Optional Keyword Arguments*
:keyword list[str] compiler_args: List of strings representing
``neuron-cc`` compiler arguments. Note that these arguments apply to all
subgraphs generated by allowlist partitioning. For example, use
:code:`compiler_args=['--neuroncore-pipeline-cores', '4']` to set number
of NeuronCores per subgraph to 4. See :ref:`neuron-compiler-cli-reference`
for more information about compiler options.
:keyword int compiler_timeout: Timeout in seconds for waiting
``neuron-cc`` to complete. Exceeding this timeout will cause a
``subprocess.TimeoutExpired`` exception.
:keyword str compiler_workdir: Work directory used by
``neuron-cc``. Useful for debugging and/or inspecting ``neuron-cc``
logs/IRs.
:keyword callable subgraph_builder_function: A function which is evaluated
on each node during graph partitioning. This takes in a torch graph
operator node and returns a :class:`bool` value of whether
it should be included in the fused Neuron graph or not. By default the
partitioner selects all operators which are supported by Neuron.
:keyword int minimum_segment_size: A parameter used during partitioning.
This specifies the minimum number of graph nodes which should be compiled
into a Neuron graph (default= :code:`2`). If the number of nodes is smaller
than this size, the operations will run on CPU.
:keyword float single_fusion_ratio_threshold: A parameter used during
partitioning. During partitioning, if a single partition contains a
fraction of operations greater than this threshold, only one graph
partition will be compiled (default= :code:`0.6`). This is used to
avoid compiling many small Neuron graphs. To force compilation of all
graphs to Neuron (even when they are very small), a value of ``1.0``
can be used.
:keyword bool fallback: A function parameter to turn off graph partitioning.
Indicates whether to attempt to fall back to CPU operations if an
operation is not supported by Neuron. By default this is ``True``. If
this is set to ``False`` and an operation is not supported by Neuron,
this will fail compilation and raise an ``AttributeError``.
:keyword bool dynamic_batch_size: A flag to allow Neuron graphs to consume
variable sized batches of data. Dynamic sizing is restricted to the 0th
dimension of a tensor.
:keyword list optimizations: A list of :class:`~torch_neuron.Optimization`
passes to apply to the model.
:keyword bool separate_weights: A flag to enable compilation of models with
over 1.9GB of constant parameters. By default this flag is ``False``.
If this is set to ``True`` and the compiler version is not new enough
to support the flag, this will raise an ``NotImplementedError``.
:keyword **kwargs: All other keyword arguments will be forwarded directly to
:func:`torch.jit.trace`. This supports flags like ``strict=False``
in order to allow dictionary outputs.
:returns: The traced :class:`~torch.jit.ScriptModule` with embedded
compiled neuron sub-graphs. Operations in this module will run on Neuron
unless they are not supported by Neuron or manually partitioned to run
on CPU.
Note that in ``torch<1.8`` This would return a
:class:`~torch.jit.ScriptFunction` if the input was function type.
:rtype: ~torch.jit.ScriptModule, ~torch.jit.ScriptFunction
.. py:class:: torch_neuron.Optimization
A set of optimization passes that can be applied to the model.
.. py:attribute:: FLOAT32_TO_FLOAT16
A post-processing pass that converts all :attr:`torch.float32` tensors
to :attr:`torch.float16` tensors. The advantage to this
optimization pass is that input/output tensors will be type cast.
This reduces the amount of data that will be copied to and from
Inferentia hardware. The resulting traced model will accept both
:attr:`torch.float32` and :attr:`torch.float16` inputs where the
model used :attr:`torch.float32` inputs during tracing. It is only
beneficial to enable this optimization if the throughput of a
model is highly dependent upon data transfer speed. This optimization is
not recommended if the final application will use :attr:`torch.float32`
inputs since the :attr:`torch.float16` type cast will occur on CPU
during inference.
Example Usage
-------------
Function Compilation
~~~~~~~~~~~~~~~~~~~~
.. code-block:: python
import torch
import torch_neuron
def foo(x, y):
return 2 * x + y
# Run `foo` with the provided inputs and record the tensor operations
traced_foo = torch.neuron.trace(foo, (torch.rand(3), torch.rand(3)))
# `traced_foo` can now be run with the TorchScript interpreter or saved
# and loaded in a Python-free environment
torch.jit.save(traced_foo, 'foo.pt')
traced_foo = torch.jit.load('foo.pt')
Module Compilation
~~~~~~~~~~~~~~~~~~
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class Net(nn.Module):
def __init__(self):
super(Net, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
n = Net()
n.eval()
inputs = torch.rand(1, 1, 3, 3)
# Trace a specific method and construct `ScriptModule` with
# a single `forward` method
neuron_forward = torch.neuron.trace(n.forward, inputs)
# Trace a module (implicitly traces `forward`) and constructs a
# `ScriptModule` with a single `forward` method
neuron_net = torch.neuron.trace(n, inputs)
Pre-Trained Model Compilation
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
The following is an example usage of the compilation Python API, with
default compilation arguments, using a pretrained :class:`torch.nn.Module`:
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model and set it to evaluation mode
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input
image = torch.rand([1, 3, 224, 224])
model_neuron = torch.neuron.trace(model, image)
.. _compiling-models-with-kwargs:
Compiling models with torch.jit.trace kwargs
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
This example uses the :code:`strict=False` flag to compile a model with
dictionary outputs. Similarly, any other keyword argument of
:func:`torch.jit.trace` can be passed directly to
:func:`torch_neuron.trace` so that it is passed to the underlying trace call.
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class Model(nn.Module):
def __init__(self):
super(Model, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return {'conv': self.conv(x) + 1}
model = Model()
model.eval()
inputs = torch.rand(1, 1, 3, 3)
# use the strict=False kwarg to compile a model with dictionary outputs
# the model output format does not change
model_neuron = torch.neuron.trace(model, inputs, strict=False)
Dynamic Batching
~~~~~~~~~~~~~~~~
This example uses the optional :code:`dynamic_batch_size` option in order to
support variable sized batches at inference time.
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model and set it to evaluation mode
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input of batch size 1
image = torch.rand([1, 3, 224, 224])
model_neuron = torch.neuron.trace(model, image, dynamic_batch_size=True)
# Execute with a batch of 7 images
batch = torch.rand([7, 3, 224, 224])
results = model_neuron(batch)
Manual Partitioning
~~~~~~~~~~~~~~~~~~~
The following example uses the optional :code:`subgraph_builder_function`
parameter to ensure that only a specific convolution layer is compiled to
Neuron. The remaining operations are executed on CPU.
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class ExampleConvolutionLayer(nn.Module):
def __init__(self):
super().__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
class Model(nn.Module):
def __init__(self):
super().__init__()
self.layer = ExampleConvolutionLayer()
def forward(self, x):
return self.layer(x) * 100
def subgraph_builder_function(node) -> bool:
"""Select if the node will be included in the Neuron graph"""
# Node names are tuples of Module names.
if 'ExampleConvolutionLayer' in node.name:
return True
# Ignore all operations not in the example convolution layer
return False
model = Model()
model.eval()
inputs = torch.rand(1, 1, 3, 3)
# Log output shows that `aten::_convolution` and `aten::add` are compiled
# but `aten::mul` is not. This will seamlessly switch between Neuron/CPU
# execution in a single graph.
neuron_model = torch_neuron.trace(
model,
inputs,
subgraph_builder_function=subgraph_builder_function
)
Separate Weights
~~~~~~~~~~~~~~~~
This example uses the optional :code:`separate_weights` option in order to
support compilation of models greater than 1.9GB.
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input
image = torch.rand([1, 3, 224, 224])
#the models' output format does not change
model_neuron = torch.neuron.trace(model, image, separate_weights=True)
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _torch_neuron_trace_api:
PyTorch-Neuron trace python API
================================
The PyTorch-Neuron trace Python API provides a method to generate
PyTorch models for execution on Inferentia, which can be serialized as
TorchScript. It is analogous to :func:`torch.jit.trace` function in PyTorch.
.. py:function:: torch_neuron.trace(model, example_inputs, **kwargs)
The :func:`torch_neuron.trace` method sends operations to
the Neuron-Compiler (``neuron-cc``) for compilation and embeds compiled
artifacts in a TorchScript graph.
Compilation can be done on any EC2 machine with sufficient memory and
compute resources. c5.4xlarge or larger is recommended.
Options can be passed to Neuron compiler via the compile function. See
:ref:`neuron-compiler-cli-reference`
for more information about compiler options.
This function partitions nodes into operations that are supported
by Neuron and operations which are not. Operations which are not supported
by Neuron are run on CPU. Graph partitioning can be controlled by the
``subgraph_builder_function``, ``minimum_segment_size``, and ``fallback``
parameters (See below). By default all supported operations are compiled and
run on Neuron.
The compiled graph can be saved using the :func:`torch.jit.save` function and
restored using :func:`torch.jit.load` function for inference on Inf1 instances.
During inference, the previously compiled artifacts will be loaded into
the Neuron Runtime for inference execution.
*Required Arguments*
:arg ~torch.nn.Module,callable model: The functions that that will be run with
``example_inputs`` arguments. The arguments and return types must compatible
with :func:`torch.jit.trace`. When a :class:`~torch.nn.Module` is passed
to :func:`torch_neuron.trace`, only the :func:`~torch.nn.Module.forward`
method is run and traced.
:arg tuple example_inputs: A tuple of example inputs that will be passed to
the ``model`` while tracing. The resulting trace can be run with inputs
of different types and shapes assuming the traced operations support
those types and shapes. This parameter may also be a single
:class:`torch.Tensor` in which case it is automatically wrapped in a
``tuple``.
*Optional Keyword Arguments*
:keyword list[str] compiler_args: List of strings representing
``neuron-cc`` compiler arguments. Note that these arguments apply to all
subgraphs generated by allowlist partitioning. For example, use
:code:`compiler_args=['--neuroncore-pipeline-cores', '4']` to set number
of NeuronCores per subgraph to 4. See :ref:`neuron-compiler-cli-reference`
for more information about compiler options.
:keyword int compiler_timeout: Timeout in seconds for waiting
``neuron-cc`` to complete. Exceeding this timeout will cause a
``subprocess.TimeoutExpired`` exception.
:keyword str compiler_workdir: Work directory used by
``neuron-cc``. Useful for debugging and/or inspecting ``neuron-cc``
logs/IRs.
:keyword callable subgraph_builder_function: A function which is evaluated
on each node during graph partitioning. This takes in a torch graph
operator node and returns a :class:`bool` value of whether
it should be included in the fused Neuron graph or not. By default the
partitioner selects all operators which are supported by Neuron.
:keyword int minimum_segment_size: A parameter used during partitioning.
This specifies the minimum number of graph nodes which should be compiled
into a Neuron graph (default= :code:`2`). If the number of nodes is smaller
than this size, the operations will run on CPU.
:keyword float single_fusion_ratio_threshold: A parameter used during
partitioning. During partitioning, if a single partition contains a
fraction of operations greater than this threshold, only one graph
partition will be compiled (default= :code:`0.6`). This is used to
avoid compiling many small Neuron graphs. To force compilation of all
graphs to Neuron (even when they are very small), a value of ``1.0``
can be used.
:keyword bool fallback: A function parameter to turn off graph partitioning.
Indicates whether to attempt to fall back to CPU operations if an
operation is not supported by Neuron. By default this is ``True``. If
this is set to ``False`` and an operation is not supported by Neuron,
this will fail compilation and raise an ``AttributeError``.
:keyword bool dynamic_batch_size: A flag to allow Neuron graphs to consume
variable sized batches of data. Dynamic sizing is restricted to the 0th
dimension of a tensor.
:keyword list optimizations: A list of :class:`~torch_neuron.Optimization`
passes to apply to the model.
:keyword bool separate_weights: A flag to enable compilation of models with
over 1.9GB of constant parameters. By default this flag is ``False``.
If this is set to ``True`` and the compiler version is not new enough
to support the flag, this will raise an ``NotImplementedError``.
:keyword **kwargs: All other keyword arguments will be forwarded directly to
:func:`torch.jit.trace`. This supports flags like ``strict=False``
in order to allow dictionary outputs.
:returns: The traced :class:`~torch.jit.ScriptModule` with embedded
compiled neuron sub-graphs. Operations in this module will run on Neuron
unless they are not supported by Neuron or manually partitioned to run
on CPU.
Note that in ``torch<1.8`` This would return a
:class:`~torch.jit.ScriptFunction` if the input was function type.
:rtype: ~torch.jit.ScriptModule, ~torch.jit.ScriptFunction
.. py:class:: torch_neuron.Optimization
A set of optimization passes that can be applied to the model.
.. py:attribute:: FLOAT32_TO_FLOAT16
A post-processing pass that converts all :attr:`torch.float32` tensors
to :attr:`torch.float16` tensors. The advantage to this
optimization pass is that input/output tensors will be type cast.
This reduces the amount of data that will be copied to and from
Inferentia hardware. The resulting traced model will accept both
:attr:`torch.float32` and :attr:`torch.float16` inputs where the
model used :attr:`torch.float32` inputs during tracing. It is only
beneficial to enable this optimization if the throughput of a
model is highly dependent upon data transfer speed. This optimization is
not recommended if the final application will use :attr:`torch.float32`
inputs since the :attr:`torch.float16` type cast will occur on CPU
during inference.
Example Usage
-------------
Function Compilation
~~~~~~~~~~~~~~~~~~~~
.. code-block:: python
import torch
import torch_neuron
def foo(x, y):
return 2 * x + y
# Run `foo` with the provided inputs and record the tensor operations
traced_foo = torch.neuron.trace(foo, (torch.rand(3), torch.rand(3)))
# `traced_foo` can now be run with the TorchScript interpreter or saved
# and loaded in a Python-free environment
torch.jit.save(traced_foo, 'foo.pt')
traced_foo = torch.jit.load('foo.pt')
Module Compilation
~~~~~~~~~~~~~~~~~~
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class Net(nn.Module):
def __init__(self):
super(Net, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
n = Net()
n.eval()
inputs = torch.rand(1, 1, 3, 3)
# Trace a specific method and construct `ScriptModule` with
# a single `forward` method
neuron_forward = torch.neuron.trace(n.forward, inputs)
# Trace a module (implicitly traces `forward`) and constructs a
# `ScriptModule` with a single `forward` method
neuron_net = torch.neuron.trace(n, inputs)
Pre-Trained Model Compilation
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
The following is an example usage of the compilation Python API, with
default compilation arguments, using a pretrained :class:`torch.nn.Module`:
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model and set it to evaluation mode
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input
image = torch.rand([1, 3, 224, 224])
model_neuron = torch.neuron.trace(model, image)
.. _compiling-models-with-kwargs:
Compiling models with torch.jit.trace kwargs
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
This example uses the :code:`strict=False` flag to compile a model with
dictionary outputs. Similarly, any other keyword argument of
:func:`torch.jit.trace` can be passed directly to
:func:`torch_neuron.trace` so that it is passed to the underlying trace call.
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class Model(nn.Module):
def __init__(self):
super(Model, self).__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return {'conv': self.conv(x) + 1}
model = Model()
model.eval()
inputs = torch.rand(1, 1, 3, 3)
# use the strict=False kwarg to compile a model with dictionary outputs
# the model output format does not change
model_neuron = torch.neuron.trace(model, inputs, strict=False)
Dynamic Batching
~~~~~~~~~~~~~~~~
This example uses the optional :code:`dynamic_batch_size` option in order to
support variable sized batches at inference time.
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model and set it to evaluation mode
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input of batch size 1
image = torch.rand([1, 3, 224, 224])
model_neuron = torch.neuron.trace(model, image, dynamic_batch_size=True)
# Execute with a batch of 7 images
batch = torch.rand([7, 3, 224, 224])
results = model_neuron(batch)
Manual Partitioning
~~~~~~~~~~~~~~~~~~~
The following example uses the optional :code:`subgraph_builder_function`
parameter to ensure that only a specific convolution layer is compiled to
Neuron. The remaining operations are executed on CPU.
.. code-block:: python
import torch
import torch_neuron
import torch.nn as nn
class ExampleConvolutionLayer(nn.Module):
def __init__(self):
super().__init__()
self.conv = nn.Conv2d(1, 1, 3)
def forward(self, x):
return self.conv(x) + 1
class Model(nn.Module):
def __init__(self):
super().__init__()
self.layer = ExampleConvolutionLayer()
def forward(self, x):
return self.layer(x) * 100
def subgraph_builder_function(node) -> bool:
"""Select if the node will be included in the Neuron graph"""
# Node names are tuples of Module names.
if 'ExampleConvolutionLayer' in node.name:
return True
# Ignore all operations not in the example convolution layer
return False
model = Model()
model.eval()
inputs = torch.rand(1, 1, 3, 3)
# Log output shows that `aten::_convolution` and `aten::add` are compiled
# but `aten::mul` is not. This will seamlessly switch between Neuron/CPU
# execution in a single graph.
neuron_model = torch_neuron.trace(
model,
inputs,
subgraph_builder_function=subgraph_builder_function
)
Separate Weights
~~~~~~~~~~~~~~~~
This example uses the optional :code:`separate_weights` option in order to
support compilation of models greater than 1.9GB.
.. code-block:: python
import torch
import torch_neuron
from torchvision import models
# Load the model
model = models.resnet50(pretrained=True)
model.eval()
# Compile with an example input
image = torch.rand([1, 3, 224, 224])
#the models' output format does not change
model_neuron = torch.neuron.trace(model, image, separate_weights=True)
</pre></body></html>
|
2023-09-29T20:54:45.376Z
|
|
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.rst.txt
|
```
Additional Examples (``torch-neuron``)
======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference>
.. include:: /frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.txt
```
|
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Additional Examples (``torch-neuron``)
======================================
.. toctree::
:maxdepth: 1
:hidden:
AWS Neuron Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference>
.. include:: /frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.txt</pre></body></html>
|
2023-09-29T20:54:45.394Z
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.