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Ray Data API — Ray 3.0.0.dev0





































































Toggle navigation sidebar




Toggle in-page Table of Contents












Ray 3.0.0.dev0









                    Welcome to Ray!
                




  Ray
 




   Overview
  



   Getting Started
  



   Installation
  



   Use Cases
  



   Example Gallery
  



   Ecosystem
  



   Ray Core
  



   Ray Data
  








     Overview
    



     Key Concepts
    



     User Guides
    



     Ray Data Examples
    



     Ray Data API
    








       Input/Output
      



       Dataset API
      



       DataIterator API
      



       ExecutionOptions API
      



       GroupedData API
      



       DataContext API
      



       RandomAccessDataset (experimental)
      



       Utility
      



       Preprocessor
      



       API Guide for Users from Other Data Libraries
      





     Ray Data Internals
    





   Ray Train


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Ray Data Internals
    





   Ray Train
  



   Ray Tune
  



   Ray Serve
  



   Ray RLlib
  



   More Libraries
  



   Ray Clusters
  



   Monitoring and Debugging
  



   Developer Guides
  



   Glossary
  



   Security
  







            Theme by the Executable Book Project



































repository







open issue







suggest edit
















.rst







.pdf















Ray Data API









Ray Data API#


Input/Output
Synthetic Data
Python Objects
Parquet
CSV
JSON
Text
Images
Binary
TFRecords
Pandas
NumPy
Arrow
MongoDB
BigQuery
SQL Databases
Databricks
Dask
Spark
Modin
Mars
Torch
Hugging Face
TensorFlow
WebDataset
Datasource API
Datasink API
Partitioning API
MetadataProvider API
BlockWritePathProvider API


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Dataset API
Constructor
Basic Transformations
Sorting, Shuffling, Repartitioning
Splitting and Merging Datasets
Grouped and Global Aggregations
Consuming Data
I/O and Conversion
Inspecting Metadata
Execution
Serialization
Internals


DataIterator API
ray.data.DataIterator.iter_batches
ray.data.DataIterator.iter_torch_batches
ray.data.DataIterator.to_tf
ray.data.DataIterator.stats


ExecutionOptions API
Constructor
Resource Options


GroupedData API
Constructor
Computations / Descriptive Stats
Function Application
Aggregate Function


DataContext API
Constructor
Get DataContext


RandomAccessDataset (experimental)
Constructor
Functions


Utility
ray.data.set_progress_bars


Preprocessor
Preprocessor Interface
Generic Preprocessors
Categorical Encoders
Feature Scalers
K-Bins Discretizers


API Guide for Users from Other Data Libraries
For Pandas Users
For PyArrow Users
For PyTorch Dataset & DataLoader Users













previous
Many model training with Ray Data




next
Input/Output


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previous
Many model training with Ray Data




next
Input/Output











Thanks for the feedback!


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    By The Ray Team
  
      © Copyright 2023, The Ray Team.


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Ray Clusters Overview — Ray 3.0.0.dev0





































































Toggle navigation sidebar




Toggle in-page Table of Contents












Ray 3.0.0.dev0









                    Welcome to Ray!
                




  Ray
 




   Overview
  



   Getting Started
  



   Installation
  



   Use Cases
  



   Example Gallery
  



   Ecosystem
  



   Ray Core
  



   Ray Data
  



   Ray Train
  



   Ray Tune
  



   Ray Serve
  



   Ray RLlib
  



   More Libraries
  



   Ray Clusters
  








     Key Concepts
    



     Deploying on Kubernetes
    



     Deploying on VMs
    



     Collecting and monitoring metrics
    



     Configuring and Managing Ray Dashboard
    



     Applications Guide
    



     FAQ
    



     Ray Cluster Management API
    



     Usage Stats Collection
    





   Monitoring and Debugging
  



   Developer Guides
  



   Glossary
  



   Security


key: chroma:document
string_value:
Monitoring and Debugging
  



   Developer Guides
  



   Glossary
  



   Security
  







            Theme by the Executable Book Project



































repository







open issue







suggest edit
















.rst







.pdf















 Contents
    




   Where can I deploy Ray clusters?
  



   What’s next?
  









Ray Clusters Overview




 Contents 





   Where can I deploy Ray clusters?
  



   What’s next?
  









Ray Clusters Overview#
Ray enables seamless scaling of workloads from a laptop to a large cluster. While Ray
works out of the box on single machines with just a call to ray.init, to run Ray
applications on multiple nodes you must first deploy a Ray cluster.
A Ray cluster is a set of worker nodes connected to a common Ray head node.
Ray clusters can be fixed-size, or they may autoscale up and down according
to the resources requested by applications running on the cluster.


key: chroma:document
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Where can I deploy Ray clusters?#
Ray provides native cluster deployment support on the following technology stacks:

On AWS and GCP. Community-supported Azure, Aliyun and vSphere integrations also exist.
On Kubernetes, via the officially supported KubeRay project.

Advanced users may want to deploy Ray manually
or onto platforms not listed here.

Note
Multi-node Ray clusters are only supported on Linux. At your own risk, you
may deploy Windows and OSX clusters by setting the environment variable
RAY_ENABLE_WINDOWS_OR_OSX_CLUSTER=1 during deployment.



What’s next?#





I want to learn key Ray cluster concepts


Understand the key concepts and main ways of interacting with a Ray cluster.


Learn Key Concepts






I want to run Ray on Kubernetes


Deploy a Ray application to a Kubernetes cluster. You can run the tutorial on a
Kubernetes cluster or on your laptop via Kind.


Get Started with Ray on Kubernetes






I want to run Ray on a cloud provider


key: chroma:document
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Get Started with Ray on Kubernetes






I want to run Ray on a cloud provider


Take a sample application designed to run on a laptop and scale it up in the
cloud. Access to an AWS or GCP account is required.


Get Started with Ray on VMs






I want to run my application on an existing Ray cluster


Guide to submitting applications as Jobs to existing Ray clusters.


Job Submission

















previous
ray.workflow.cancel




next
Key Concepts











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    By The Ray Team
  
      © Copyright 2023, The Ray Team.


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Monitoring and Debugging
  



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More Ray ML Libraries#
Ray has a variety of additional integrations with ecosystem libraries.

Distributed Scikit-learn / Joblib
Distributed multiprocessing.Pool
Ray Collective Communication Lib
Using Dask on Ray
Using Spark on Ray (RayDP)
Using Mars on Ray
Using Pandas on Ray (Modin)


Ecosystem Map#
The following map visualizes the landscape and maturity of Ray components and their integrations. Solid lines denote integrations between Ray components; dotted lines denote integrations with the broader ML ecosystem.


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