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  ---
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- library_name: transformers
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- tags: []
 
 
 
 
 
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  ---
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- # Model Card for Model ID
 
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- <!-- Provide a quick summary of what the model is/does. -->
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- ## Model Details
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- ### Model Description
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- <!-- Provide a longer summary of what this model is. -->
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- This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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- - **Developed by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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-
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- ## Uses
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-
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- <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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-
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- ### Direct Use
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- [More Information Needed]
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- ### Downstream Use [optional]
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- <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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- ### Out-of-Scope Use
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-
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- <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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-
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- ## Bias, Risks, and Limitations
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-
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- ### Recommendations
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- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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-
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- ## How to Get Started with the Model
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-
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- Use the code below to get started with the model.
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-
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- [More Information Needed]
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-
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- ## Training Details
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-
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- ### Training Data
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- <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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-
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- ### Training Procedure
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- <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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-
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- #### Preprocessing [optional]
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- [More Information Needed]
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- #### Training Hyperparameters
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- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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- #### Speeds, Sizes, Times [optional]
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- <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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- ## Evaluation
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- ### Testing Data, Factors & Metrics
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- #### Testing Data
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- #### Factors
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- #### Metrics
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- ### Results
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- ## Technical Specifications [optional]
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- ### Model Architecture and Objective
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  ---
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+ license: mit
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+ base_model: gpt2-medium
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: sft-gpt2-xsum
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+ results: []
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  ---
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+ # sft-gpt2-xsum
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+ This model is a fine-tuned version of [gpt2-medium](https://huggingface.co/gpt2-medium) on an unknown dataset.
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+ ## Model description
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+ More information needed
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+ ## Intended uses & limitations
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+ More information needed
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+ ## Training and evaluation data
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+ More information needed
 
 
 
 
 
 
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+ ## Training procedure
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+ ### Training hyperparameters
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 1
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - gradient_accumulation_steps: 8
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+ - total_train_batch_size: 8
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_steps: 0.1
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+ - num_epochs: 4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ### Framework versions
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+ - Transformers 4.38.2
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+ - Pytorch 2.2.1+cu121
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
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+ E0313 19:27:35.668971 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/json/__init__.pyi" was never opened
48
+ E0313 19:27:35.669887 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/mimetypes.pyi" was never opened
49
+ E0313 19:27:35.672509 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/struct.pyi" was never opened
50
+ E0313 19:27:35.672612 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/warnings.pyi" was never opened
51
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52
+ E0313 19:27:35.672704 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/os/path.pyi" was never opened
53
+ E0313 19:27:35.672733 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/pathlib.pyi" was never opened
54
+ E0313 19:27:35.672791 26 ls.go:383] document "file:///usr/local/lib/python3.10/dist-packages/IPython/utils/py3compat.py" was never opened
55
+ E0313 19:27:35.672821 26 ls.go:383] document "file:///usr/local/lib/python3.10/dist-packages/IPython/testing/skipdoctest.py" was never opened
56
+ E0313 19:27:35.672883 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/urllib/request.pyi" was never opened
57
+ E0313 19:27:35.672925 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/gzip.pyi" was never opened
58
+ E0313 19:27:35.672984 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/xml/dom/__init__.pyi" was never opened
59
+ E0313 19:27:35.673011 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/xml/dom/minidom.pyi" was never opened
60
+ E0313 19:27:35.673129 26 ls.go:383] document "file:///usr/local/lib/python3.10/dist-packages/matplotlib_inline/backend_inline.py" was never opened
61
+ E0313 19:27:35.673159 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/html/__init__.pyi" was never opened
62
+ E0313 19:27:35.673236 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/wave.pyi" was never opened
63
+ E0313 19:27:35.673259 26 ls.go:383] document "file:///usr/local/lib/python3.10/dist-packages/numpy/__init__.pyi" was never opened
64
+ E0313 19:27:35.673314 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/base64.pyi" was never opened
65
+ E0313 19:27:35.673361 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/urllib/parse.pyi" was never opened
66
+ E0313 19:27:35.673448 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/urllib/__init__.pyi" was never opened
67
+ E0313 19:27:35.673476 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stubs/Pygments/pygments/lexers/__init__.pyi" was never opened
68
+ E0313 19:27:35.675036 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stubs/Pygments/pygments/__init__.pyi" was never opened
69
+ E0313 19:27:35.677083 26 ls.go:383] document "file:///datalab/web/pyright/typeshed-fallback/stubs/Pygments/pygments/formatters/__init__.pyi" was never opened
language_service.eda5a8b22d76.root.log.INFO.20240313-185334.1818 ADDED
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1
+ Log file created at: 2024/03/13 18:53:34
2
+ Running on machine: eda5a8b22d76
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+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ I0313 18:53:34.562300 1 log_spam.go:43] Process id 1818
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+ I0313 18:53:34.562769 1 log_spam.go:47] Current working directory /datalab/web
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+ I0313 18:53:34.562781 1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
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+ I0313 18:53:34.562832 1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
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+ at redacted@redacted:.
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+ as unknown
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+ with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ Build id: unknown
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+ I0313 18:53:34.562835 1 log_spam.go:51] Command line arguments:
21
+ I0313 18:53:34.562838 1 log_spam.go:53] argv[0]: '/usr/colab/bin/language_service'
22
+ I0313 18:53:34.562841 1 log_spam.go:53] argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
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+ I0313 18:53:34.562844 1 log_spam.go:53] argv[2]: '--language_services_request_root_url=http://172.28.0.1:8013/'
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+ I0313 18:53:34.562849 1 log_spam.go:53] argv[4]: '--'
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+ I0313 18:53:34.562851 1 log_spam.go:53] argv[5]: 'node'
27
+ I0313 18:53:34.562853 1 log_spam.go:53] argv[6]: '/datalab/web/pyright/pyright-langserver.js'
28
+ I0313 18:53:34.562854 1 log_spam.go:53] argv[7]: '--stdio'
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+ I0313 19:03:56.135484 12 ls.go:1166] cancel was requested for: 45, needs to be canceled: false
language_service.eda5a8b22d76.root.log.INFO.20240313-190413.4528 ADDED
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+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ Binary: Built at redacted@redacted:.
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+ I0313 19:04:13.293860 1 log_spam.go:43] Process id 4528
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+ I0313 19:04:13.294363 1 log_spam.go:47] Current working directory /datalab/web
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+ I0313 19:04:13.294375 1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
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+ I0313 19:04:13.294435 1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
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+ at redacted@redacted:.
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+ as unknown
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+ with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ from changelist 0 in a unknown client based on redacted
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+ Build tool: unknown
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+ Build target: unknown
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+ Build id: unknown
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+ Built with PGO profile: unknown
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+ I0313 19:04:13.294441 1 log_spam.go:51] Command line arguments:
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+ I0313 19:04:13.294449 1 log_spam.go:53] argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
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+ I0313 19:04:13.294467 1 log_spam.go:53] argv[6]: '/datalab/web/pyright/pyright-langserver.js'
28
+ I0313 19:04:13.294470 1 log_spam.go:53] argv[7]: '--stdio'
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language_service.eda5a8b22d76.root.log.INFO.20240313-190417.4572 ADDED
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+ Running on machine: eda5a8b22d76
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+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ Binary: Built at redacted@redacted:.
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+ Binary: Built with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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language_service.eda5a8b22d76.root.log.INFO.20240313-190418.4587 ADDED
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1
+ Log file created at: 2024/03/13 19:04:18
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+ Running on machine: eda5a8b22d76
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+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ Binary: Built at redacted@redacted:.
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+ Binary: Built with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ I0313 19:04:18.302448 1 log_spam.go:43] Process id 4587
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+ I0313 19:04:18.307795 1 log_spam.go:47] Current working directory /datalab/web
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+ I0313 19:04:18.307809 1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
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+ I0313 19:04:18.307865 1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
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+ at redacted@redacted:.
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+ as unknown
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+ with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ from changelist 0 in a unknown client based on redacted
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+ Build tool: unknown
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+ Build target: unknown
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+ Build id: unknown
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+ Built with PGO profile: unknown
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+ I0313 19:04:18.307881 1 log_spam.go:51] Command line arguments:
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+ I0313 19:04:18.307886 1 log_spam.go:53] argv[0]: '/usr/colab/bin/language_service'
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+ I0313 19:04:18.307890 1 log_spam.go:53] argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
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+ I0313 19:04:18.307894 1 log_spam.go:53] argv[2]: '--language_services_request_root_url=http://172.28.0.1:8013/'
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+ I0313 19:04:18.307913 1 log_spam.go:53] argv[5]: 'node'
27
+ I0313 19:04:18.307917 1 log_spam.go:53] argv[6]: '/datalab/web/pyright/pyright-langserver.js'
28
+ I0313 19:04:18.307920 1 log_spam.go:53] argv[7]: '--stdio'
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+ I0313 19:09:40.714525 24 ls.go:1166] cancel was requested for: 29, needs to be canceled: false
language_service.eda5a8b22d76.root.log.INFO.20240313-192731.10391 ADDED
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1
+ Log file created at: 2024/03/13 19:27:31
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+ Running on machine: eda5a8b22d76
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+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ Binary: Built at redacted@redacted:.
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+ Binary: Built with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ Previous log: <none>
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+ Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
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+ I0313 19:27:31.115718 1 log_spam.go:43] Process id 10391
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+ I0313 19:27:31.116472 1 log_spam.go:47] Current working directory /datalab/web
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+ I0313 19:27:31.116485 1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
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+ I0313 19:27:31.116533 1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
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+ at redacted@redacted:.
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+ as unknown
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+ with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ from changelist 0 in a unknown client based on redacted
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+ Build tool: unknown
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+ Build target: unknown
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+ Build id: unknown
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+ Built with PGO profile: unknown
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+ I0313 19:27:31.116539 1 log_spam.go:51] Command line arguments:
21
+ I0313 19:27:31.116543 1 log_spam.go:53] argv[0]: '/usr/colab/bin/language_service'
22
+ I0313 19:27:31.116554 1 log_spam.go:53] argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
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+ I0313 19:27:31.116557 1 log_spam.go:53] argv[2]: '--language_services_request_root_url=http://172.28.0.1:8013/'
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+ I0313 19:27:31.116562 1 log_spam.go:53] argv[3]: '--language_services_request_timeout=30s'
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+ I0313 19:27:31.116565 1 log_spam.go:53] argv[4]: '--'
26
+ I0313 19:27:31.116570 1 log_spam.go:53] argv[5]: 'node'
27
+ I0313 19:27:31.116573 1 log_spam.go:53] argv[6]: '/datalab/web/pyright/pyright-langserver.js'
28
+ I0313 19:27:31.116577 1 log_spam.go:53] argv[7]: '--stdio'
29
+ I0313 19:27:31.116580 1 log_spam.go:53] argv[8]: '--cancellationReceive=file:5bc35e92c6a3257da479136c6053c1c8c23da51467'
language_service.eda5a8b22d76.root.log.INFO.20240313-192735.10431 ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Log file created at: 2024/03/13 19:27:35
2
+ Running on machine: eda5a8b22d76
3
+ Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+ Binary: Built at redacted@redacted:.
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+ Binary: Built with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ Previous log: <none>
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+ Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
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+ I0313 19:27:35.740724 1 log_spam.go:43] Process id 10431
9
+ I0313 19:27:35.741082 1 log_spam.go:47] Current working directory /datalab/web
10
+ I0313 19:27:35.741089 1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
11
+ I0313 19:27:35.741108 1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
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+ at redacted@redacted:.
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+ as unknown
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+ with gc go1.23-20240219-RC05 cl/608389183 +aaf8e844ed X:fieldtrack,boringcrypto for linux/amd64
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+ from changelist 0 in a unknown client based on redacted
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+ Build tool: unknown
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+ Build target: unknown
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+ Build id: unknown
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+ Built with PGO profile: unknown
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+ I0313 19:27:35.741112 1 log_spam.go:51] Command line arguments:
21
+ I0313 19:27:35.741115 1 log_spam.go:53] argv[0]: '/usr/colab/bin/language_service'
22
+ I0313 19:27:35.741117 1 log_spam.go:53] argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
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+ I0313 19:27:35.741135 1 log_spam.go:53] argv[2]: '--language_services_request_root_url=http://172.28.0.1:8013/'
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+ I0313 19:27:35.741139 1 log_spam.go:53] argv[4]: '--'
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+ I0313 19:27:35.741141 1 log_spam.go:53] argv[5]: 'node'
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+ I0313 19:27:35.741142 1 log_spam.go:53] argv[6]: '/datalab/web/pyright/pyright-langserver.js'
28
+ I0313 19:27:35.741144 1 log_spam.go:53] argv[7]: '--stdio'
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tmp7juqs11u/_remote_module_non_scriptable.py ADDED
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1
+ from typing import *
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+
3
+ import torch
4
+ import torch.distributed.rpc as rpc
5
+ from torch import Tensor
6
+ from torch._jit_internal import Future
7
+ from torch.distributed.rpc import RRef
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+ from typing import Tuple # pyre-ignore: unused import
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+
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+
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+ module_interface_cls = None
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+
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+
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+ def forward_async(self, *args, **kwargs):
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+ args = (self.module_rref, self.device, self.is_device_map_set, *args)
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+ kwargs = {**kwargs}
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+ return rpc.rpc_async(
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+ self.module_rref.owner(),
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+ _remote_forward,
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+ args,
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+ kwargs,
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+ )
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+
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+
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+ def forward(self, *args, **kwargs):
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+ args = (self.module_rref, self.device, self.is_device_map_set, *args)
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+ kwargs = {**kwargs}
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+ ret_fut = rpc.rpc_async(
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+ self.module_rref.owner(),
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+ _remote_forward,
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+ args,
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+ kwargs,
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+ )
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+ return ret_fut.wait()
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+
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+
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+ _generated_methods = [
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+ forward_async,
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+ forward,
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+ ]
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+
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+
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+
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+
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+ def _remote_forward(
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+ module_rref: RRef[module_interface_cls], device: str, is_device_map_set: bool, *args, **kwargs):
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+ module = module_rref.local_value()
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+ device = torch.device(device)
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+
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+ if device.type != "cuda":
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+ return module.forward(*args, **kwargs)
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+
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+ # If the module is on a cuda device,
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+ # move any CPU tensor in args or kwargs to the same cuda device.
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+ # Since torch script does not support generator expression,
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+ # have to use concatenation instead of
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+ # ``tuple(i.to(device) if isinstance(i, Tensor) else i for i in *args)``.
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+ args = (*args,)
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+ out_args: Tuple[()] = ()
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+ for arg in args:
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+ arg = (arg.to(device),) if isinstance(arg, Tensor) else (arg,)
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+ out_args = out_args + arg
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+
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+ kwargs = {**kwargs}
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+ for k, v in kwargs.items():
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+ if isinstance(v, Tensor):
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+ kwargs[k] = kwargs[k].to(device)
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+
69
+ if is_device_map_set:
70
+ return module.forward(*out_args, **kwargs)
71
+
72
+ # If the device map is empty, then only CPU tensors are allowed to send over wire,
73
+ # so have to move any GPU tensor to CPU in the output.
74
+ # Since torch script does not support generator expression,
75
+ # have to use concatenation instead of
76
+ # ``tuple(i.cpu() if isinstance(i, Tensor) else i for i in module.forward(*out_args, **kwargs))``.
77
+ ret: Tuple[()] = ()
78
+ for i in module.forward(*out_args, **kwargs):
79
+ i = (i.cpu(),) if isinstance(i, Tensor) else (i,)
80
+ ret = ret + i
81
+ return ret
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