ray · PyPI

Ray provides a simple, universal API for building distributed applications.

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Project links

Homepage

Project description

https://github.com/ray-project/ray/raw/master/doc/source/images/ray_header_logo.png

https://readthedocs.org/projects/ray/badge/?version=master

https://img.shields.io/badge/Ray-Join%20Slack-blue

https://img.shields.io/badge/Discuss-Ask%20Questions-blue

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI libraries for simplifying ML compute:

https://github.com/ray-project/ray/raw/master/doc/source/images/what-is-ray-padded.svg

Learn more about Ray AI Libraries:

Data: Scalable Datasets for ML
Train: Distributed Training
Tune: Scalable Hyperparameter Tuning
RLlib: Scalable Reinforcement Learning
Serve: Scalable and Programmable Serving

Or more about Ray Core and its key abstractions:

Tasks: Stateless functions executed in the cluster.
Actors: Stateful worker processes created in the cluster.
Objects: Immutable values accessible across the cluster.

Learn more about Monitoring and Debugging:

Monitor Ray apps and clusters with the Ray Dashboard.
Debug Ray apps with the Ray Distributed Debugger.

Ray runs on any machine, cluster, cloud provider, and Kubernetes, and features a growing ecosystem of community integrations.

Install Ray with: pip install ray. For nightly wheels, see the Installation page.

Why Ray?

Today’s ML workloads are increasingly compute-intensive. As convenient as they are, single-node development environments such as your laptop cannot scale to meet these demands.

Ray is a unified way to scale Python and AI applications from a laptop to a cluster.

With Ray, you can seamlessly scale the same code from a laptop to a cluster. Ray is designed to be general-purpose, meaning that it can performantly run any kind of workload. If your application is written in Python, you can scale it with Ray, no other infrastructure required.

More Information

Older documents:

Getting Involved

Platform	Purpose	Estimated Response Time	Support Level
Discourse Forum	For discussions about development and questions about usage.	< 1 day	Community
GitHub Issues	For reporting bugs and filing feature requests.	< 2 days	Ray OSS Team
Slack	For collaborating with other Ray users.	< 2 days	Community
StackOverflow	For asking questions about how to use Ray.	3-5 days	Community
Meetup Group	For learning about Ray projects and best practices.	Monthly	Ray DevRel
Twitter	For staying up-to-date on new features.	Daily	Ray DevRel

Project details

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Project links

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This version

2.38.0

Oct 23, 2024

2.37.0

Sep 24, 2024

2.36.1

Sep 23, 2024

2.36.0

Sep 16, 2024

2.35.0

Aug 27, 2024

2.34.0

Jul 30, 2024

2.33.0

Jul 25, 2024

2.32.0

Jul 10, 2024

2.32.0rc0 pre-release

Jul 3, 2024

2.31.0

Jun 26, 2024

2.30.0

Jun 20, 2024

2.24.0

Jun 6, 2024

2.23.0

May 22, 2024

2.22.0

May 14, 2024

2.21.0

May 8, 2024

2.20.0

May 1, 2024

2.12.0

Apr 25, 2024

2.11.0

Apr 17, 2024

2.10.0

Mar 21, 2024

2.9.3

Feb 22, 2024

2.9.2

Feb 5, 2024

2.9.1

Jan 19, 2024

2.9.0

Dec 21, 2023

2.8.1

Dec 1, 2023

2.8.0

Nov 3, 2023

2.7.2

Dec 4, 2023

2.7.1

Oct 9, 2023

2.7.0

Sep 17, 2023

2.7.0rc0 pre-release

Sep 2, 2023

2.6.3

Aug 15, 2023

2.6.2

Aug 3, 2023

2.6.1

Jul 24, 2023

2.6.0

Jul 21, 2023

2.5.1

Jun 21, 2023

2.5.0

Jun 8, 2023

2.4.0

Apr 25, 2023

2.3.1

Mar 25, 2023

2.3.0

Feb 24, 2023

2.3.0rc0 pre-release

Feb 23, 2023

2.2.0

Dec 13, 2022

2.1.0

Nov 8, 2022

2.0.1

Oct 22, 2022

2.0.0

Aug 23, 2022

2.0.0rc1 pre-release

Aug 12, 2022

2.0.0rc0 pre-release

Aug 1, 2022

1.13.0

Jun 9, 2022

1.12.1

May 16, 2022

1.12.0

Apr 14, 2022

1.12.0rc1 pre-release

Apr 4, 2022

1.11.1

Apr 29, 2022

1.11.0

Mar 9, 2022

1.11.0rc1 pre-release

Mar 1, 2022

1.11.0rc0 pre-release

Feb 15, 2022

1.10.0

Feb 4, 2022

1.10.0rc0 pre-release

Jan 11, 2022

1.9.2

Jan 11, 2022

1.9.1

Dec 22, 2021

1.9.1rc0 pre-release

Dec 16, 2021

1.9.0

Dec 3, 2021

1.9.0rc2 pre-release

Nov 25, 2021

1.9.0rc1 pre-release

Nov 20, 2021

1.8.0

Nov 2, 2021

1.7.1 yanked

Oct 22, 2021

Reason this release was yanked:

https://github.com/ray-project/ray/issues/19813

1.7.0

Oct 7, 2021

1.7.0rc0 pre-release

Sep 20, 2021

1.6.0

Aug 23, 2021

1.5.2

Aug 12, 2021

1.5.1

Jul 31, 2021

1.5.0

Jul 26, 2021

1.4.1

Jun 30, 2021

1.4.0

Jun 7, 2021

1.4.0rc2 pre-release

Jun 6, 2021

1.4.0rc1 pre-release

Jun 4, 2021

1.3.0

Apr 22, 2021

1.2.0

Feb 13, 2021

1.1.0

Dec 24, 2020

1.0.1.post1

Nov 19, 2020

1.0.1

Nov 10, 2020

1.0.0

Sep 30, 2020

1.0.0rc2 pre-release

Sep 23, 2020

1.0.0rc1 pre-release

Sep 21, 2020

1.0.0rc0 pre-release

Sep 17, 2020

0.8.7

Aug 13, 2020

0.8.6

Jun 24, 2020

0.8.5

May 7, 2020

0.8.4

Apr 2, 2020

0.8.3

Mar 25, 2020

0.8.2

Feb 24, 2020

0.8.1

Jan 27, 2020

0.8.0

Dec 17, 2019

0.7.7

Dec 16, 2019

0.7.6

Oct 24, 2019

0.7.5

Sep 25, 2019

0.7.4

Sep 5, 2019

0.7.3

Aug 4, 2019

0.7.2

Jul 3, 2019

0.7.1

Jun 11, 2019

0.7.0

May 18, 2019

0.6.6

Apr 19, 2019

0.6.5

Mar 25, 2019

0.6.4

Mar 6, 2019

0.6.3

Feb 7, 2019

0.6.2

Jan 17, 2019

0.6.1

Dec 24, 2018

0.6.0

Dec 1, 2018

0.5.3

Sep 28, 2018

0.5.2

Aug 29, 2018

0.5.0

Jul 7, 2018

0.4.0

Mar 27, 2018

0.3.1

Feb 4, 2018

0.3.0

Nov 28, 2017

0.2.2

Nov 2, 2017

0.2.1

Oct 1, 2017

0.2.0

Aug 30, 2017

0.1.2

Jun 27, 2017

0.1.1

Jun 3, 2017

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ray-2.38.0-cp312-cp312-win_amd64.whl (25.0 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.12 Windows x86-64

ray-2.38.0-cp312-cp312-manylinux2014_x86_64.whl (66.2 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.12

ray-2.38.0-cp312-cp312-manylinux2014_aarch64.whl (65.3 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.12

ray-2.38.0-cp312-cp312-macosx_11_0_arm64.whl (63.9 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.12 macOS 11.0+ ARM64

ray-2.38.0-cp312-cp312-macosx_10_15_x86_64.whl (66.5 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.12 macOS 10.15+ x86-64

ray-2.38.0-cp311-cp311-win_amd64.whl (25.0 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.11 Windows x86-64

ray-2.38.0-cp311-cp311-manylinux2014_x86_64.whl (66.2 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.11

ray-2.38.0-cp311-cp311-manylinux2014_aarch64.whl (65.3 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.11

ray-2.38.0-cp311-cp311-macosx_11_0_arm64.whl (63.9 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.11 macOS 11.0+ ARM64

ray-2.38.0-cp311-cp311-macosx_10_15_x86_64.whl (66.5 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.11 macOS 10.15+ x86-64

ray-2.38.0-cp310-cp310-win_amd64.whl (25.1 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.10 Windows x86-64

ray-2.38.0-cp310-cp310-manylinux2014_x86_64.whl (66.0 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.10

ray-2.38.0-cp310-cp310-manylinux2014_aarch64.whl (65.1 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.10

ray-2.38.0-cp310-cp310-macosx_11_0_arm64.whl (63.9 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.10 macOS 11.0+ ARM64

ray-2.38.0-cp310-cp310-macosx_10_15_x86_64.whl (66.6 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.10 macOS 10.15+ x86-64

ray-2.38.0-cp39-cp39-win_amd64.whl (25.1 MB view hashes)

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ray-2.38.0-cp39-cp39-manylinux2014_x86_64.whl (66.1 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.9

ray-2.38.0-cp39-cp39-manylinux2014_aarch64.whl (65.2 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.9

ray-2.38.0-cp39-cp39-macosx_11_0_arm64.whl (64.0 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.9 macOS 11.0+ ARM64

ray-2.38.0-cp39-cp39-macosx_10_15_x86_64.whl (66.6 MB view hashes)

Uploaded Oct 23, 2024 CPython 3.9 macOS 10.15+ x86-64

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