https://github.com/ray-project/ray summary

Name	Email	Commits
Eric Liang	e**g@g**m	1334
Sven Mika	s**7@g**m	1170
Edward Oakes	e**s@g**m	1146
Lonnie Liu	9****e	986
Cuong Nguyen	1****e	885
Kai Fricke	k****e	865
Robert Nishihara	r**a@g**m	845
SangBin Cho	r**7@g**m	814
Balaji Veeramani	b**i@a**m	746
Philipp Moritz	p**z@g**m	617
Richard Liaw	r**w@b**u	604
Jiajun Yao	j**j@g**m	580
Simon Mo	s**o@h**m	509
Stephanie Wang	s**g@c**u	475
Amog Kamsetty	a****m	450
Yi Cheng	7****g	422
Archit Kulkarni	a****i	422
Justin Yu	j**u@a**m	359
Cindy Zhang	c**9@g**m	341
Ian Rodney	i**y@g**m	307
Ricky Xu	x**7@h**m	304
Antoni Baum	a**m@p**m	289
dentiny	d**o@g**m	287
Chen Shen	s**9@g**m	287
Artur Niederfahrenhorst	a**r@a**m	284
Hao Chen	c**4@g**m	282
Dhyey Shah	d**9@g**m	273
matthewdeng	m**t@a**m	272
kourosh hakhamaneshi	3****a	270
Clark Zinzow	c**w@g**m	256
and 1393 more...

pypi.org: ray

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ray.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.54.1 (published 13 days ago)
Last Synced: 2026-04-04T18:14:42.044Z (4 days ago)
Versions: 142
Dependent Packages: 310
Dependent Repositories: 3,641
Downloads: 50,676,906 Last month
Docker Downloads: 18,763,261
Rankings:
- Stargazers count: 0.07%
- Forks count: 0.081%
- Dependent packages count: 0.084%
- Dependent repos count: 0.166%
- Downloads: 0.201%
- Average: 0.212%
- Docker downloads count: 0.668%
Maintainers (26)
- eoakes
- pcmoritz
- rkn
- aslonnie
- richardliaw
- bveeramani
- amogkamsetty
- architkulkarni
- ekl
- jjyao
- kf
- matthewdeng
- rickyx
- scho010
- scv119
- swang
- wuisawesome
- xwjiang
- yic
- cdnamz
- zcin
- artur1993
- gene_anyscale
- vitsai
- rynewang
- khluu
Advisories:

pypi.org: ray-cpp

A subpackage of Ray which provides the Ray C++ API.

Homepage: https://github.com/ray-project/ray
Documentation: https://ray-cpp.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.54.1 (published 13 days ago)
Last Synced: 2026-04-01T17:03:09.712Z (7 days ago)
Versions: 92
Dependent Packages: 2
Dependent Repositories: 4
Downloads: 7,731 Last month
Docker Downloads: 2,791,706
Rankings:
- Stargazers count: 0.07%
- Forks count: 0.081%
- Docker downloads count: 0.679%
- Downloads: 1.718%
- Average: 2.2%
- Dependent packages count: 3.176%
- Dependent repos count: 7.478%
Maintainers (11)
- pcmoritz
- aslonnie
- richardliaw
- bveeramani
- architkulkarni
- jjyao
- matthewdeng
- zcin
- artur1993
- gene_anyscale
- khluu

spack.io: py-ray

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

Homepage: https://github.com/ray-project/ray
Licenses: []
Latest release: 2.53.0 (published about 2 months ago)
Last Synced: 2026-03-19T16:20:12.470Z (20 days ago)
Versions: 3
Dependent Packages: 4
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Forks count: 0.292%
- Stargazers count: 0.32%
- Average: 3.057%
- Dependent packages count: 11.616%
Maintainers (1)
- thomas-bouvier

proxy.golang.org: github.com/ray-project/ray

Homepage: https://github.com/ray-project/ray
Documentation: https://pkg.go.dev/github.com/ray-project/ray#section-documentation
Licenses: Apache-2.0, BSD-2-Clause, MIT
Latest release: v0.0.0-20191217200228-0afe14f215b0 (published over 6 years ago)
Last Synced: 2026-03-24T00:47:07.550Z (15 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 1.622%
- Average: 4.057%
- Dependent packages count: 6.492%

repo1.maven.org: io.ray:ray-api

java api for ray

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/ray-api/
Licenses: The Apache License, Version 2.0
Latest release: 2.47.1 (published 10 months ago)
Last Synced: 2026-04-01T17:02:48.962Z (7 days ago)
Versions: 63
Dependent Packages: 4
Dependent Repositories: 62
Docker Downloads: 167
Rankings:
- Stargazers count: 0.902%
- Forks count: 1.433%
- Dependent repos count: 2.671%
- Average: 4.774%
- Docker downloads count: 4.935%
- Dependent packages count: 13.926%

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-04-01T16:18:10.083Z (7 days ago)
Versions: 21
Dependent Packages: 21
Dependent Repositories: 5
Downloads: 1,783,597 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Dependent packages count: 3.094%
- Average: 5.149%
- Dependent repos count: 14.811%

repo1.maven.org: io.ray:ray-runtime

ray runtime implementation

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/ray-runtime/
Licenses: The Apache License, Version 2.0
Latest release: 2.47.1 (published 10 months ago)
Last Synced: 2026-03-27T06:57:21.359Z (12 days ago)
Versions: 63
Dependent Packages: 3
Dependent Repositories: 62
Docker Downloads: 167
Rankings:
- Stargazers count: 0.902%
- Forks count: 1.433%
- Dependent repos count: 2.671%
- Docker downloads count: 4.935%
- Average: 5.502%
- Dependent packages count: 17.567%

conda-forge.org: ray-default

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:09:15.767Z (12 days ago)
Versions: 15
Dependent Packages: 11
Dependent Repositories: 4
Downloads: 1,793,875 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Dependent packages count: 5.484%
- Average: 6.089%
- Dependent repos count: 16.183%

pypi.org: secretflow-ray

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

Homepage: https://github.com/ray-project/ray
Documentation: https://secretflow-ray.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.2.0 (published about 3 years ago)
Last Synced: 2026-04-01T17:02:55.174Z (7 days ago)
Versions: 3
Dependent Packages: 3
Dependent Repositories: 1
Downloads: 77 Last month
Docker Downloads: 18,150
Rankings:
- Stargazers count: 0.07%
- Forks count: 0.081%
- Docker downloads count: 2.004%
- Dependent packages count: 3.176%
- Average: 6.721%
- Downloads: 13.469%
- Dependent repos count: 21.526%
Maintainers (1)
- secretflow

conda-forge.org: ray-tune

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:09:04.034Z (12 days ago)
Versions: 21
Dependent Packages: 4
Dependent Repositories: 6
Downloads: 1,062,038 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Average: 7.286%
- Dependent packages count: 12.501%
- Dependent repos count: 13.953%

repo1.maven.org: io.ray:streaming-api

ray streaming api

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/streaming-api/
Licenses: The Apache License, Version 2.0
Latest release: 1.10.0 (published about 4 years ago)
Last Synced: 2026-03-27T17:10:29.363Z (12 days ago)
Versions: 15
Dependent Packages: 1
Dependent Repositories: 55
Docker Downloads: 40
Rankings:
- Stargazers count: 0.902%
- Forks count: 1.433%
- Dependent repos count: 2.882%
- Docker downloads count: 5.917%
- Average: 8.824%
- Dependent packages count: 32.986%

repo1.maven.org: io.ray:streaming-state

ray streaming state

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/streaming-state/
Licenses: The Apache License, Version 2.0
Latest release: 1.10.0 (published about 4 years ago)
Last Synced: 2026-04-01T17:02:59.101Z (7 days ago)
Versions: 15
Dependent Packages: 1
Dependent Repositories: 54
Docker Downloads: 40
Rankings:
- Stargazers count: 0.902%
- Forks count: 1.433%
- Dependent repos count: 2.918%
- Docker downloads count: 5.917%
- Average: 8.831%
- Dependent packages count: 32.986%

conda-forge.org: ray-all

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:09:01.691Z (12 days ago)
Versions: 21
Dependent Packages: 3
Dependent Repositories: 1
Downloads: 852,490 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Average: 10.688%
- Dependent packages count: 15.649%
- Dependent repos count: 24.412%

conda-forge.org: ray-dashboard

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://github.com/ray-project/ray
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-04-01T16:14:30.303Z (7 days ago)
Versions: 21
Dependent Packages: 1
Dependent Repositories: 2
Downloads: 1,011,484 Total
Rankings:
- Stargazers count: 1.317%
- Forks count: 1.532%
- Average: 13.027%
- Dependent repos count: 20.27%
- Dependent packages count: 28.988%

pypi.org: fangyu-pypitest

A system for parallel and distributed Python that unifies the ML ecosystem.

Homepage: https://github.com/ray-project/ray
Documentation: https://fangyu-pypitest.readthedocs.io/
Licenses: Apache 2.0
Latest release: 0.8.0.dev4 (published over 6 years ago)
Last Synced: 2026-03-20T10:54:09.194Z (19 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 11 Last month
Rankings:
- Stargazers count: 0.07%
- Forks count: 0.081%
- Dependent packages count: 10.141%
- Average: 13.421%
- Dependent repos count: 21.526%
- Downloads: 35.285%
Maintainers (1)
- fangyuwu

conda-forge.org: ray-rllib

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:08:49.125Z (12 days ago)
Versions: 21
Dependent Packages: 1
Dependent Repositories: 1
Downloads: 978,653 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Average: 14.023%
- Dependent repos count: 24.412%
- Dependent packages count: 28.988%

conda-forge.org: ray-data

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:08:54.669Z (12 days ago)
Versions: 10
Dependent Packages: 1
Dependent Repositories: 1
Downloads: 800,217 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Average: 14.023%
- Dependent repos count: 24.412%
- Dependent packages count: 28.988%

conda-forge.org: ray-serve

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-observability, ray-adag, ray-cgraph, ray-llm and ray-all packages.

Homepage: https://ray.io/
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-04-01T16:15:37.758Z (7 days ago)
Versions: 21
Dependent Packages: 1
Dependent Repositories: 1
Downloads: 984,280 Total
Rankings:
- Stargazers count: 1.243%
- Forks count: 1.447%
- Average: 14.023%
- Dependent repos count: 24.412%
- Dependent packages count: 28.988%

conda-forge.org: ray-k8s

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-k8s, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://github.com/ray-project/ray
Licenses: Apache-2.0
Latest release: 2.0.1 (published over 3 years ago)
Last Synced: 2026-03-27T04:08:50.559Z (12 days ago)
Versions: 19
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 358,001 Total
Rankings:
- Stargazers count: 1.283%
- Forks count: 1.517%
- Average: 16.411%
- Dependent packages count: 28.82%
- Dependent repos count: 34.025%

conda-forge.org: ray-autoscaler

Ray is a fast and simple framework for building and running distributed applications.

Homepage: https://github.com/ray-project/ray
Licenses: Apache-2.0
Latest release: 1.1.0 (published about 5 years ago)
Last Synced: 2026-03-27T04:08:46.833Z (12 days ago)
Versions: 2
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 43,380 Total
Rankings:
- Stargazers count: 1.398%
- Forks count: 1.552%
- Average: 16.449%
- Dependent packages count: 28.82%
- Dependent repos count: 34.025%

anaconda.org: ray-core

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:36.823Z (about 1 month ago)
Versions: 9
Dependent Packages: 3
Dependent Repositories: 5
Downloads: 4,684 Total
Rankings:
- Stargazers count: 3.473%
- Forks count: 4.923%
- Dependent packages count: 15.071%
- Average: 16.664%
- Dependent repos count: 43.189%

anaconda.org: ray-default

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:47.901Z (about 1 month ago)
Versions: 8
Dependent Packages: 5
Dependent Repositories: 4
Downloads: 3,542 Total
Rankings:
- Stargazers count: 3.473%
- Forks count: 4.923%
- Dependent packages count: 15.071%
- Average: 17.034%
- Dependent repos count: 44.669%

anaconda.org: ray-tune

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:59.999Z (about 1 month ago)
Versions: 7
Dependent Packages: 2
Dependent Repositories: 6
Downloads: 3,516 Total
Rankings:
- Stargazers count: 3.292%
- Forks count: 4.923%
- Average: 17.714%
- Dependent packages count: 20.447%
- Dependent repos count: 42.193%

anaconda.org: ray-adag

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:20:04.985Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 0 Total
Rankings:
- Stargazers count: 2.735%
- Downloads: 4.294%
- Forks count: 4.502%
- Average: 18.381%
- Dependent packages count: 38.45%
- Dependent repos count: 41.925%

pypi.org: ray-for-mars

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ray-for-mars.readthedocs.io/
Licenses: Apache 2.0
Latest release: 1.12.1 (published almost 4 years ago)
Last Synced: 2026-04-01T17:03:13.283Z (7 days ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 16 Last month
Rankings:
- Stargazers count: 0.07%
- Forks count: 0.081%
- Dependent packages count: 10.141%
- Average: 18.468%
- Dependent repos count: 21.526%
- Downloads: 60.522%
Maintainers (1)
- burglar

crates.io: ray-rs-sys

Low-level bindings to the for the C-ABI Ray CoreWorker (shared library) harness

Homepage:
Documentation: https://docs.rs/ray-rs-sys/
Licenses: Apache-2.0
Latest release: 0.0.0 (published about 4 years ago)
Last Synced: 2026-04-01T17:02:47.420Z (7 days ago)
Versions: 1
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 2,497 Total
Rankings:
- Forks count: 0.102%
- Stargazers count: 0.247%
- Dependent packages count: 16.956%
- Average: 20.243%
- Dependent repos count: 29.318%
- Downloads: 54.593%
Maintainers (1)
- jon-chuang

repo1.maven.org: io.ray:ray-serve

java for ray serve

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/ray-serve/
Licenses: The Apache License, Version 2.0
Latest release: 2.47.1 (published 10 months ago)
Last Synced: 2026-03-26T15:21:32.696Z (13 days ago)
Versions: 56
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Stargazers count: 0.718%
- Forks count: 1.117%
- Average: 20.669%
- Dependent repos count: 31.98%
- Dependent packages count: 48.86%

repo1.maven.org: io.ray:ray-streaming

A streaming framework built on ray

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/ray-streaming/
Licenses: The Apache License, Version 2.0
Latest release: 1.10.0 (published about 4 years ago)
Last Synced: 2026-04-01T17:03:26.190Z (7 days ago)
Versions: 15
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Stargazers count: 0.718%
- Forks count: 1.117%
- Average: 20.669%
- Dependent repos count: 31.98%
- Dependent packages count: 48.86%

repo1.maven.org: io.ray:streaming-runtime

ray streaming runtime

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/streaming-runtime/
Licenses: The Apache License, Version 2.0
Latest release: 1.10.0 (published about 4 years ago)
Last Synced: 2026-04-01T17:03:04.582Z (7 days ago)
Versions: 15
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Stargazers count: 0.762%
- Forks count: 1.163%
- Average: 20.691%
- Dependent repos count: 31.98%
- Dependent packages count: 48.86%

anaconda.org: ray-debug

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:46.178Z (about 1 month ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 2,202 Total
Rankings:
- Stargazers count: 3.348%
- Forks count: 5.14%
- Average: 26.496%
- Dependent packages count: 39.804%
- Dependent repos count: 57.694%

anaconda.org: ray-dashboard

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:42.797Z (about 1 month ago)
Versions: 7
Dependent Packages: 0
Dependent Repositories: 2
Downloads: 3,154 Total
Rankings:
- Stargazers count: 3.292%
- Forks count: 4.923%
- Average: 27.076%
- Dependent repos count: 48.898%
- Dependent packages count: 51.193%

anaconda.org: ray-data

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:44.647Z (about 1 month ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 2,490 Total
Rankings:
- Stargazers count: 3.352%
- Forks count: 4.802%
- Average: 27.688%
- Dependent packages count: 51.193%
- Dependent repos count: 51.404%

anaconda.org: ray-train

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:58.233Z (about 1 month ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 2,362 Total
Rankings:
- Stargazers count: 3.352%
- Forks count: 4.802%
- Average: 27.688%
- Dependent packages count: 51.193%
- Dependent repos count: 51.404%

anaconda.org: ray-rllib

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:53.077Z (about 1 month ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 2,215 Total
Rankings:
- Stargazers count: 3.352%
- Forks count: 4.802%
- Average: 27.688%
- Dependent packages count: 51.193%
- Dependent repos count: 51.404%

pypi.org: ant-ray-cpp-nightly

A subpackage of Ray which provides the Ray C++ API.

Homepage: https://github.com/ray-project/ray
Documentation: https://ant-ray-cpp-nightly.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.53.0 (published 2 months ago)
Last Synced: 2026-03-20T18:48:02.888Z (19 days ago)
Versions: 102
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 4,725 Last month
Rankings:
- Dependent packages count: 8.743%
- Average: 29.005%
- Dependent repos count: 49.266%
Maintainers (1)
- weiquanlee

pypi.org: ant-ray-cpp

A subpackage of Ray which provides the Ray C++ API.

Homepage: https://github.com/ray-project/ray
Documentation: https://ant-ray-cpp.readthedocs.io/
Licenses: Apache 2.0
Latest release: 3.0.0.dev0 (published 8 months ago)
Last Synced: 2026-03-19T02:44:14.797Z (20 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 191 Last month
Rankings:
- Dependent packages count: 8.743%
- Average: 29.005%
- Dependent repos count: 49.266%
Maintainers (1)
- weiquanlee

crates.io: ray-rs

Ray Rust language worker API

Homepage:
Documentation: https://docs.rs/ray-rs/
Licenses: Apache-2.0
Latest release: 0.0.0 (published about 4 years ago)
Last Synced: 2026-04-01T17:03:07.375Z (7 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 1,585 Total
Rankings:
- Forks count: 0.102%
- Stargazers count: 0.247%
- Average: 29.107%
- Dependent repos count: 29.318%
- Dependent packages count: 33.812%
- Downloads: 82.057%
Maintainers (1)
- jon-chuang

pypi.org: ve-ray

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ve-ray.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.46.0.2 (published 6 months ago)
Last Synced: 2026-03-19T10:18:43.206Z (20 days ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 315 Last month
Rankings:
- Dependent packages count: 9.014%
- Average: 29.899%
- Dependent repos count: 50.784%
Maintainers (2)
- langteam
- snzhaovolcanoengine

pypi.org: ant-ray

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ant-ray.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.44.1 (published about 1 year ago)
Last Synced: 2026-04-01T17:03:22.655Z (7 days ago)
Versions: 14
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 341 Last month
Rankings:
- Dependent packages count: 9.845%
- Average: 32.631%
- Dependent repos count: 55.418%
Maintainers (5)
- NKcqx
- JackyMa
- weiquanlee
- wumuzi520
- QstarOne

pypi.org: ant-ray-nightly

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ant-ray-nightly.readthedocs.io/
Licenses: Apache 2.0
Latest release: 2.53.0 (published 2 months ago)
Last Synced: 2026-03-21T13:00:58.531Z (18 days ago)
Versions: 127
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 2,928 Last month
Rankings:
- Dependent packages count: 9.853%
- Average: 32.659%
- Dependent repos count: 55.464%
Maintainers (5)
- NKcqx
- JackyMa
- weiquanlee
- wumuzi520
- QstarOne

pypi.org: ray-nightly

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

Homepage: https://github.com/ray-project/ray
Documentation: https://ray-nightly.readthedocs.io/
Licenses: Apache 2.0
Latest release: 3.0.0.dev20241219 (published over 1 year ago)
Last Synced: 2026-04-01T17:03:15.988Z (7 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent packages count: 9.869%
- Average: 32.712%
- Dependent repos count: 55.555%
Maintainers (1)
- NKcqx

repo1.maven.org: io.ray:ray-superpom

An open source framework that provides a simple, universal API for building distributed applications.

Homepage: https://github.com/ray-project/ray
Documentation: https://appdoc.app/artifact/io.ray/ray-superpom/
Licenses: The Apache License, Version 2.0
Latest release: 2.47.1 (published 10 months ago)
Last Synced: 2026-04-01T17:02:48.753Z (7 days ago)
Versions: 63
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 31.98%
- Average: 40.42%
- Dependent packages count: 48.86%

anaconda.org: ray-client

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:25.663Z (about 1 month ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 780 Total
Rankings:
- Dependent packages count: 46.651%
- Average: 48.97%
- Dependent repos count: 51.288%

anaconda.org: ray-air

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:18.764Z (about 1 month ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 787 Total
Rankings:
- Dependent packages count: 46.651%
- Average: 48.97%
- Dependent repos count: 51.288%

anaconda.org: ray-observability

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:51.456Z (about 1 month ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 800 Total
Rankings:
- Dependent packages count: 46.651%
- Average: 48.97%
- Dependent repos count: 51.288%

anaconda.org: ray-serve

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:55.228Z (about 1 month ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 788 Total
Rankings:
- Dependent packages count: 46.651%
- Average: 48.97%
- Dependent repos count: 51.288%

anaconda.org: ray-serve-grpc

Ray is a fast and simple framework for building and running distributed applications. It is split into ray-core, ray-default, ray-dashboard, ray-serve, ray-rllib, ray-client, ray-data, ray-tune, ray-train, ray-air, ray-observability and ray-all packages.

Homepage: https://www.ray.io
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-06T11:19:56.584Z (about 1 month ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 777 Total
Rankings:
- Dependent packages count: 46.651%
- Average: 48.97%
- Dependent repos count: 51.288%

nixpkgs-23.05: python310Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/ray/default.nix#L165
Licenses: Apache-2.0
Latest release: 2.4.0 (published 2 months ago)
Last Synced: 2026-04-03T07:12:36.483Z (5 days ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- BillHuang2001

nixpkgs-24.05: python312Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/ray/default.nix#L162
Licenses: Apache-2.0
Latest release: 2.10.0 (published 2 months ago)
Last Synced: 2026-03-07T14:03:18.192Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- BillHuang2001

nixpkgs-24.11: python311Packages.ray

Unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/ray/default.nix#L160
Licenses: Apache-2.0
Latest release: 2.38.0 (published 2 months ago)
Last Synced: 2026-03-05T04:16:47.034Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- BillHuang2001

nixpkgs-24.05: python311Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/ray/default.nix#L162
Licenses: Apache-2.0
Latest release: 2.10.0 (published 2 months ago)
Last Synced: 2026-03-09T03:09:51.948Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- BillHuang2001

nixpkgs-23.05: python311Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.05/pkgs/development/python-modules/ray/default.nix#L165
Licenses: Apache-2.0
Latest release: 2.4.0 (published 2 months ago)
Last Synced: 2026-03-04T20:38:47.699Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- BillHuang2001

nixpkgs-unstable: python314Packages.ray

Unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/ray/default.nix#L260
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-07T09:30:10.494Z (about 1 month ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- BillHuang2001

nixpkgs-23.11: python311Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/ray/default.nix#L160
Licenses: Apache-2.0
Latest release: 2.7.0 (published 2 months ago)
Last Synced: 2026-03-04T03:49:11.110Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- BillHuang2001

nixpkgs-unstable: python313Packages.ray

Unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/ray/default.nix#L260
Licenses: Apache-2.0
Latest release: 2.54.0 (published about 1 month ago)
Last Synced: 2026-03-07T06:25:16.331Z (about 1 month ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- BillHuang2001

nixpkgs-23.11: python310Packages.ray

A unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/ray/default.nix#L160
Licenses: Apache-2.0
Latest release: 2.7.0 (published 2 months ago)
Last Synced: 2026-03-03T23:26:18.404Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
Maintainers (1)
- BillHuang2001

nixpkgs-24.11: python312Packages.ray

Unified framework for scaling AI and Python applications

Homepage: https://github.com/ray-project/ray
Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/ray/default.nix#L160
Licenses: Apache-2.0
Latest release: 2.38.0 (published 2 months ago)
Last Synced: 2026-03-06T06:38:26.906Z (about 1 month ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
Maintainers (1)
- BillHuang2001

.vale/styles/Google/meta.json cpan

doc/source/templates/05_dreambooth_finetuning/configs/Dockerfile docker

anyscale/ray latest-py39-cu118 build

doc/source/templates/testing/docker/03_serving_stable_diffusion/Dockerfile docker

anyscale/ray latest-py39-cu118 build

doc/source/templates/testing/docker/04_finetuning_llms_with_deepspeed/Dockerfile docker

anyscale/ray 2.6.1-py39-cu117 build

docker/base-deps/Dockerfile docker

${BASE_IMAGE} latest build

docker/ray/Dockerfile docker

$FULL_BASE_IMAGE latest build

docker/ray-ml/Dockerfile docker

"$FULL_BASE_IMAGE" latest build

python/ray/tests/kuberay/Dockerfile docker

rayproject/ray nightly-py310 build

python/ray/tests/project_files/docker_project/Dockerfile docker

java/pom.xml maven

org.testng:testng 7.5.1

ci/repro-ci-requirements.txt pypi

boto3 *
click *
paramiko *
pybuildkite *
pyyaml *

doc/requirements-doc.txt pypi

Pygments ==2.13.0
autodoc_pydantic ==1.6.1
jupytext ==1.13.6
myst-nb ==0.13.1
myst-parser ==0.15.2
pydantic <2
sphinx ==4.3.2
sphinx-book-theme ==0.3.3
sphinx-click ==3.0.2
sphinx-copybutton ==0.4.0
sphinx-external-toc ==0.2.4
sphinx-jsonschema ==1.17.2
sphinx-remove-toctrees ==0.0.3
sphinx-sitemap ==2.2.0
sphinx-tabs ==3.4.0
sphinx-version-warning ==1.1.2
sphinx_design ==0.4.1
sphinxcontrib-redoc ==1.6.0
sphinxemoji ==0.2.0
urllib3 <1.27
watchfiles *

doc/source/templates/02_many_model_training/requirements.txt pypi

statsforecast ==1.5.0

doc/source/templates/05_dreambooth_finetuning/dreambooth/requirements.txt pypi

accelerate ==0.20.3
bitsandbytes ==0.39.1
diffusers ==0.19.3
flax ==0.6.11
huggingface_hub ==0.16.2
ipywidgets *
numpy ==1.24.4
torch ==2.0.1
torchvision ==0.15.2
transformers ==4.30.2

doc/source/templates/testing/docker/03_serving_stable_diffusion/requirements.txt pypi

accelerate ==0.20.3 test
diffusers ==0.17.1 test
fastapi ==0.97.0 test
ipywidgets * test
matplotlib ==3.7.1 test
numpy ==1.24.3 test
torch ==2.0.1 test
transformers ==4.30.1 test

doc/source/templates/testing/docker/04_finetuning_llms_with_deepspeed/requirements.txt pypi

accelerate * test
bitsandbytes * test
dataset * test
deepspeed * test
evaluate * test
fairscale * test
lm_eval ==0.3.0 test
protobuf <3.21.0 test
pytorch-lightning * test
sentencepiece * test
tiktoken ==0.1.2 test
torch ==2.0.0 test
torchaudio ==2.0.1 test
torchmetrics * test
torchvision ==0.15.1 test
transformers >=4.31.0 test
wandb * test

python/ray/tests/project_files/project1/requirements.txt pypi

python/ray/tests/project_files/requirements_project/requirements.txt pypi

python/ray/tests/project_files/session-tests/git-repo-pass/ray-project/requirements.txt pypi

ray * test

python/ray/tests/project_files/session-tests/invalid-config-fail/ray-project/requirements.txt pypi

ray * test

python/ray/tests/project_files/session-tests/project-pass/ray-project/requirements.txt pypi

ray * test

python/ray/tune/requirements-dev.txt pypi

black ==22.10.0 development
flake8 ==3.9.1 development
flake8-quotes * development
gym >=0.21.0,<0.24.0 development
pandas * development
requests * development
scikit-image * development
tensorflow * development
yq * development

python/ray/util/collective/requirements.txt pypi

cupy-cuda100 *

python/requirements/docker/ray-docker-requirements.txt pypi

gsutil *
ipython *
ipywidgets *
tblib *

python/requirements/lint-requirements.txt pypi

black ==22.10.0
clang-format ==12.0.1
docutils *
flake8 ==3.9.1
flake8-bugbear ==21.9.2
flake8-comprehensions ==3.10.1
flake8-quotes ==2.0.0
isort ==5.10.1
mypy ==0.982
semgrep ==1.32.0
shellcheck-py ==0.7.1.1
types-PyYAML ==6.0.12.2
yq *

python/requirements/ml/core-requirements.txt pypi

accelerate ==0.20.3
comet-ml ==3.31.9
lightgbm ==3.3.5
lightgbm_ray ==0.1.9
mlflow ==1.30.0
mlflow ==2.4.1
s3fs ==2023.1.0
s3fs ==2023.5.0
transformers ==4.19.1
wandb ==0.13.4
xgboost ==1.7.6
xgboost ==1.6.2
xgboost_ray ==0.1.18

python/requirements/ml/data-requirements.txt pypi

aioboto3 ==11.0.1
aioboto3 ==11.2.0
crc32c ==2.3
dask ==2022.10.1
dask ==2022.2.0
flask_cors *
modin ==0.12.1
modin ==0.22.2
pymars >=0.8.3
raydp >=0.0.dev0
responses ==0.13.4

python/requirements/ml/data-test-requirements.txt pypi

datasets * test
google-cloud-bigquery * test
google-cloud-bigquery-storage * test
pickle5 * test
pytest-repeat * test
python-snappy * test
soundfile * test
tensorflow-datasets * test

python/requirements/ml/dl-cpu-requirements.txt pypi

tensorflow ==2.11.0
tensorflow-datasets *
tensorflow-macos ==2.11.0
tensorflow-probability ==0.19.0
torch ==1.13.0
torch ==2.0.1
torch-cluster ==1.6.1
torch-geometric ==2.3.1
torch-scatter ==2.1.1
torch-sparse ==0.6.17
torch-spline-conv ==1.2.2
torchmetrics ==0.9.3
torchmetrics ==0.10.3
torchtext ==0.15.2
torchtext ==0.14.0
torchvision ==0.15.2
torchvision ==0.14.0

python/requirements/ml/dl-gpu-requirements.txt pypi

tensorflow ==2.11.0
tensorflow-datasets *
tensorflow-macos ==2.11.0
tensorflow-probability ==0.19.0
torch ==2.0.1
torch-cluster ==1.6.1
torch-scatter ==2.1.1
torch-sparse ==0.6.17
torch-spline-conv ==1.2.2
torchvision ==0.15.2

python/requirements/ml/rllib-requirements.txt pypi

higher ==0.2.1
imageio-ffmpeg ==0.4.5
msgpack *
msgpack_numpy *
onnx ==1.12.0
onnxruntime ==1.14.1
pyglet ==1.5.15
rich ==12.6.0
tf2onnx ==1.13.0

python/requirements/ml/rllib-test-requirements.txt pypi

ale_py ==0.8.1 test
autorom * test
chess ==1.7.0 test
dm_control ==1.0.12 test
dopamine-rl ==4.0.5 test
gymnasium ==0.28.1 test
h5py ==3.7.0 test
imageio ==2.31.1 test
kaggle_environments ==1.7.11 test
minigrid ==2.1.1 test
mlagents_envs ==0.28.0 test
mujoco ==2.3.6 test
open-spiel ==1.2 test
pettingzoo ==1.23.1 test
pymunk ==6.2.1 test
recsim ==0.2.4 test
shimmy * test
supersuit ==3.8.0 test
tensorflow_estimator ==2.11.0 test
tinyscaler ==1.2.6 test

python/requirements/ml/train-requirements.txt pypi

datasets ==2.0.0
deepspeed ==0.8.3

python/requirements/ml/train-test-requirements.txt pypi

evaluate ==0.4.0 test
sentencepiece ==0.1.96 test

python/requirements/ml/tune-requirements.txt pypi

ConfigSpace ==0.7.1
ax-platform ==0.3.2
ax-platform ==0.2.6
bayesian-optimization ==1.4.3
dragonfly-opt ==0.1.7
flaml ==1.1.1
hpbandster ==0.7.4
hyperopt ==0.2.7
nevergrad ==0.4.3.post7
optuna ==3.2.0
tune-sklearn ==0.4.6

python/requirements/ml/tune-test-requirements.txt pypi

aim ==3.17.5 test
fairscale ==0.4.6 test
gpy ==1.10.0 test
jupyterlab ==3.6.1 test
matplotlib * test
pytest-remotedata ==0.3.2 test
pytorch-lightning ==1.6.5 test
scikit-optimize ==0.9.0 test
shortuuid ==1.0.1 test
sigopt ==7.5.0 test
timm ==0.9.2 test
zoopt ==0.4.1 test

python/requirements/test-requirements.txt pypi

Pillow ==9.2.0 test
PyOpenSSL ==22.1.0 test
Pygments ==2.13.0 test
async-exit-stack ==1.0.1 test
async-generator ==1.10 test
asyncmock ==0.4.2 test
attrs ==21.4.0 test
azure-cli-core ==2.40.0 test
azure-identity ==1.10.0 test
azure-mgmt-compute ==23.1.0 test
azure-mgmt-network ==19.0.0 test
azure-mgmt-resource ==20.0.0 test
backoff ==1.10 test
beautifulsoup4 ==4.11.1 test
boto3 ==1.24.59 test
boto3 ==1.26.76 test
cloudpickle ==2.2.0 test
cryptography ==38.0.1 test
cython ==0.29.32 test
dataclasses * test
fastapi ==0.99.1 test
feather-format ==0.4.1 test
flask ==2.1.3 test
freezegun ==1.1.0 test
google-api-python-client ==2.65.0 test
google-cloud-storage ==2.5.0 test
gradio ==3.11 test
h11 ==0.12.0 test
httpcore ==0.15.0 test
importlib-metadata ==4.10.0 test
jinja2 ==3.0.3 test
joblib ==1.2.0 test
jsonpatch ==1.32 test
jupytext ==1.13.6 test
kubernetes ==24.2.0 test
llvmlite ==0.39.1 test
lxml ==4.9.1 test
markdown-it-py ==1.1.0 test
memray * test
moto ==4.0.7 test
msrestazure ==0.6.4 test
mypy ==0.982 test
myst-nb ==0.13.1 test
myst-parser ==0.15.2 test
networkx ==2.6.3 test
numba ==0.56.4 test
numexpr ==2.8.4 test
openpyxl ==3.0.10 test
opentelemetry-api ==1.1.0 test
opentelemetry-exporter-opencensus ==0.20b0 test
opentelemetry-exporter-otlp ==1.1.0 test
opentelemetry-sdk ==1.1.0 test
pexpect ==4.8.0 test
polars ==0.14.21 test
proxy.py ==2.4.3 test
pydantic ==1.10.12 test
pydot ==1.4.2 test
pygame ==2.1.2 test
pymongo ==4.3.2 test
pyspark ==3.3.1 test
pytest ==7.0.1 test
pytest-asyncio ==0.16.0 test
pytest-docker-tools ==3.1.3 test
pytest-forked ==1.4.0 test
pytest-httpserver ==1.0.6 test
pytest-lazy-fixture ==0.6.3 test
pytest-rerunfailures ==11.1.2 test
pytest-sugar ==0.9.5 test
pytest-timeout ==2.1.0 test
pytest-virtualenv ==1.7.0 test
pytz ==2022.7.1 test
redis ==4.4.2 test
scikit-learn ==1.0.2 test
segment-analytics-python ==2.2.0 test
smart_open ==6.2.0 test
sphinx ==4.3.2 test
starlette ==0.27.0 test
sympy ==1.10.1 test
tensorboardX ==2.6.0 test
testfixtures ==7.0.0 test
threadpoolctl ==3.1.0 test
tqdm ==4.64.1 test
trustme ==0.9.0 test
typing-extensions ==4.5.0 test
uvicorn ==0.22.0 test
watchfiles ==0.19.0 test
websockets ==11.0.3 test
werkzeug ==2.1.2 test
xlrd ==2.0.1 test
yq ==3.2.2 test

python/requirements.txt pypi

aiohttp >=3.7
aiohttp_cors *
aiorwlock *
aiosignal *
click >=7.0
colorful *
dataclasses *
dm_tree *
fastapi *
filelock *
frozenlist *
fsspec *
gpustat >=1.0.0
grpcio ==1.54.2
grpcio >=1.54.2
gymnasium ==0.28.1
jsonschema *
lz4 *
msgpack <2.0.0,>=1.0.0
numpy >=1.16
numpy >=1.19.3
numpy >=1.20
opencensus *
opentelemetry-api *
opentelemetry-exporter-otlp *
opentelemetry-sdk *
packaging *
pandas *
pandas >=1.3
prometheus_client >=0.7.1
protobuf *
py-spy >=0.2.0
pyarrow >=6.0.1,<7.0.0
pyarrow >=6.0.1
pydantic <2
pyyaml *
requests *
rich *
scikit-image *
scipy *
smart_open *
starlette *
tensorboardX <=2.6.0,>=1.9
typer *
typing_extensions *
uvicorn *
virtualenv <20.21.1,>=20.0.24
watchfiles *

python/requirements_compiled.txt pypi

about-time ==4.2.1
absl-py ==1.4.0
accelerate ==0.20.3
adal ==1.2.7
aim ==3.17.5
aim-ui ==3.17.5
aimrecords ==0.0.7
aimrocks ==0.4.0
aioboto3 ==11.2.0
aiobotocore ==2.5.0
aiofiles ==22.1.0
aiohttp ==3.8.5
aiohttp-cors ==0.7.0
aioitertools ==0.11.0
aiorwlock ==1.3.0
aiosignal ==1.3.1
aiosqlite ==0.19.0
alabaster ==0.7.13
ale-py ==0.8.1
alembic ==1.12.0
alive-progress ==3.1.4
anyio ==3.7.1
applicationinsights ==0.11.10
argcomplete ==1.12.3
argon2-cffi ==23.1.0
argon2-cffi-bindings ==21.2.0
array-record ==0.4.0
arrow ==1.3.0
asttokens ==2.4.0
astunparse ==1.6.3
async-exit-stack ==1.0.1
async-generator ==1.10
async-timeout ==4.0.3
asyncmock ==0.4.2
attrs ==21.4.0
autodoc-pydantic ==1.6.1
autograd ==1.6.2
autorom ==0.6.1
autorom-accept-rom-license ==0.6.1
aws-sam-translator ==1.76.0
aws-xray-sdk ==2.12.0
ax-platform ==0.3.2
azure-cli-core ==2.40.0
azure-cli-telemetry ==1.0.8
azure-common ==1.1.28
azure-core ==1.29.1
azure-identity ==1.10.0
azure-mgmt-compute ==23.1.0
azure-mgmt-core ==1.4.0
azure-mgmt-network ==19.0.0
azure-mgmt-resource ==20.0.0
babel ==2.13.0
backcall ==0.2.0
backoff ==1.10.0
base58 ==2.0.1
bayesian-optimization ==1.4.3
bcrypt ==4.0.1
beautifulsoup4 ==4.11.1
black ==22.10.0
bleach ==6.0.0
blessed ==1.20.0
bokeh ==2.4.3
boltons ==21.0.0
boto ==2.49.0
boto3 ==1.26.76
botocore ==1.29.76
botorch ==0.8.5
bracex ==2.4
cached-property ==1.5.2
cachetools ==5.3.1
catboost ==1.2.2
certifi ==2023.7.22
cffi ==1.16.0
cfn-lint ==0.80.4
charset-normalizer ==3.3.0
chess ==1.7.0
chex ==0.1.7
clang-format ==12.0.1
click ==8.1.7
click-option-group ==0.5.6
cloudpickle ==2.2.0
cma ==3.2.2
cmaes ==0.10.0
colorama ==0.4.6
coloredlogs ==15.0.1
colorful ==0.5.5
colorlog ==6.7.0
comet-ml ==3.31.9
comm ==0.1.4
commonmark ==0.9.1
configobj ==5.0.8
configspace ==0.7.1
contextlib2 ==21.6.0
contourpy ==1.1.1
crc32c ==2.3
crcmod ==1.7
cryptography ==38.0.1
cycler ==0.12.0
cython ==0.29.32
dask ==2022.10.1
databricks-cli ==0.18.0
datasets ==2.0.0
debugpy ==1.8.0
decorator ==5.1.1
deepspeed ==0.8.3
defusedxml ==0.7.1
deprecated ==1.2.14
dill ==0.3.7
distlib ==0.3.7
distributed ==2022.10.1
dm-control ==1.0.12
dm-env ==1.6
dm-tree ==0.1.8
dnspython ==2.4.2
docker ==6.1.3
docker-pycreds ==0.4.0
docutils ==0.17.1
dopamine-rl ==4.0.5
dragonfly-opt ==0.1.7
dulwich ==0.21.6
ecdsa ==0.18.0
email-validator ==2.0.0.post2
entrypoints ==0.4
et-xmlfile ==1.1.0
etils ==1.3.0
evaluate ==0.4.0
everett ==3.2.0
exceptiongroup ==1.1.3
execnet ==2.0.2
executing ==2.0.0
face ==22.0.0
fairscale ==0.4.6
farama-notifications ==0.0.4
fastapi ==0.99.1
fasteners ==0.19
fastjsonschema ==2.18.1
feather-format ==0.4.1
ffmpy ==0.3.1
filelock ==3.12.4
flake8 ==3.9.1
flake8-bugbear ==21.9.2
flake8-comprehensions ==3.10.1
flake8-quotes ==2.0.0
flaml ==1.1.1
flask ==2.1.3
flask-cors ==4.0.0
flatbuffers ==2.0.7
flax ==0.7.2
fonttools ==4.43.0
fqdn ==1.5.1
freezegun ==1.1.0
frozenlist ==1.4.0
fsspec ==2023.5.0
future ==0.18.3
gast ==0.4.0
gcs-oauth2-boto-plugin ==3.0
gin-config ==0.5.0
gitdb ==4.0.10
gitpython ==3.1.37
glfw ==2.6.2
glom ==22.1.0
google-api-core ==2.12.0
google-api-python-client ==2.65.0
google-apitools ==0.5.32
google-auth ==2.23.2
google-auth-httplib2 ==0.1.1
google-auth-oauthlib ==0.4.6
google-cloud-bigquery ==3.11.0
google-cloud-bigquery-storage ==2.20.0
google-cloud-core ==2.3.3
google-cloud-storage ==2.5.0
google-crc32c ==1.5.0
google-pasta ==0.2.0
google-reauth ==0.1.1
google-resumable-media ==2.6.0
googleapis-common-protos ==1.60.0
gpustat ==1.1.1
gpy ==1.10.0
gpytorch ==1.10
gradio ==3.11.0
grapheme ==0.6.0
graphql-core ==3.2.3
graphviz ==0.20.1
greenlet ==3.0.0
grpcio ==1.59.0
grpcio-status ==1.48.2
gsutil ==5.26
gunicorn ==20.1.0
gym ==0.26.2
gym-notices ==0.0.8
gymnasium ==0.28.1
h11 ==0.12.0
h5py ==3.7.0
higher ==0.2.1
hjson ==3.1.0
hpbandster ==0.7.4
httpcore ==0.15.0
httplib2 ==0.20.4
httptools ==0.6.0
httpx ==0.24.1
huggingface-hub ==0.17.3
humanfriendly ==10.0
hyperopt ==0.2.7
idna ==3.4
imageio ==2.31.1
imageio-ffmpeg ==0.4.5
imagesize ==1.4.1
importlib-metadata ==4.10.0
importlib-resources ==5.13.0
iniconfig ==2.0.0
ipykernel ==6.25.2
ipython ==8.12.3
ipython-genutils ==0.2.0
ipywidgets ==7.8.1
isodate ==0.6.1
isoduration ==20.11.0
isort ==5.10.1
itsdangerous ==2.1.2
jax ==0.4.13
jax-jumpy ==1.0.0
jaxlib ==0.4.13
jedi ==0.19.1
jinja2 ==3.0.3
jmespath ==1.0.1
joblib ==1.2.0
jschema-to-python ==1.2.3
json5 ==0.9.14
jsondiff ==2.0.0
jsonpatch ==1.32
jsonpickle ==3.0.2
jsonpointer ==2.4
jsonschema ==4.17.3
jsonschema-spec ==0.1.6
junit-xml ==1.9
jupyter-cache ==0.4.3
jupyter-client ==7.3.4
jupyter-core ==5.3.2
jupyter-events ==0.6.3
jupyter-server ==1.24.0
jupyter-server-fileid ==0.9.0
jupyter-server-mathjax ==0.2.6
jupyter-server-ydoc ==0.6.1
jupyter-sphinx ==0.3.2
jupyter-ydoc ==0.2.5
jupyterlab ==3.6.1
jupyterlab-pygments ==0.2.2
jupyterlab-server ==2.24.0
jupyterlab-widgets ==1.1.7
jupytext ==1.13.6
kaggle-environments ==1.7.11
keras ==2.11.0
kiwisolver ==1.4.5
knack ==0.10.1
kubernetes ==24.2.0
labmaze ==1.0.6
lazy-object-proxy ==1.9.0
libclang ==16.0.6
lightgbm ==3.3.5
linear-operator ==0.4.0
linkify-it-py ==1.0.3
llvmlite ==0.39.1
locket ==1.0.0
lxml ==4.9.1
lz4 ==4.3.2
mako ==1.2.4
markdown ==3.4.4
markdown-it-py ==1.1.0
markupsafe ==2.1.3
matplotlib ==3.7.3
matplotlib-inline ==0.1.6
mccabe ==0.6.1
mdit-py-plugins ==0.2.8
memray ==1.10.0
minigrid ==2.1.1
mistune ==0.8.4
ml-dtypes ==0.2.0
mlagents-envs ==0.28.0
mlflow ==2.4.1
mock ==5.1.0
modin ==0.22.2
monotonic ==1.6
more-itertools ==10.1.0
moto ==4.0.7
mpmath ==1.3.0
msal ==1.18.0b1
msal-extensions ==1.0.0
msgpack ==1.0.7
msgpack-numpy ==0.4.8
msrest ==0.7.1
msrestazure ==0.6.4
mujoco ==2.3.6
multidict ==6.0.4
multipledispatch ==1.0.0
multiprocess ==0.70.15
mypy ==0.982
mypy-extensions ==1.0.0
myst-nb ==0.13.1
myst-parser ==0.15.2
nbclassic ==1.0.0
nbclient ==0.5.13
nbconvert ==6.5.4
nbdime ==3.2.1
nbformat ==5.9.2
nest-asyncio ==1.5.8
netifaces ==0.11.0
networkx ==2.6.3
nevergrad ==0.4.3.post7
ninja ==1.11.1
notebook ==6.5.6
notebook-shim ==0.2.3
numba ==0.56.4
numexpr ==2.8.4
numpy ==1.23.5
nvidia-ml-py ==12.535.108
oauth2client ==4.1.3
oauthlib ==3.2.2
onnx ==1.12.0
onnxruntime ==1.14.1
open-spiel ==1.2
openapi-schema-validator ==0.4.4
openapi-spec-validator ==0.5.7
opencensus ==0.11.3
opencensus-context ==0.1.3
opencensus-proto ==0.1.0
opencv-python ==4.8.1.78
openpyxl ==3.0.10
opentelemetry-api ==1.1.0
opentelemetry-exporter-opencensus ==0.20b0
opentelemetry-exporter-otlp ==1.1.0
opentelemetry-exporter-otlp-proto-grpc ==1.1.0
opentelemetry-proto ==1.1.0
opentelemetry-sdk ==1.1.0
opentelemetry-semantic-conventions ==0.20b0
opt-einsum ==3.3.0
optax ==0.1.7
optuna ==3.2.0
orbax-checkpoint ==0.2.3
orjson ==3.9.7
packaging ==21.3
pandas ==1.5.3
pandocfilters ==1.5.0
paramiko ==2.12.0
paramz ==0.9.5
parso ==0.8.3
partd ==1.4.1
path ==16.7.1
path-py ==12.5.0
pathable ==0.4.3
pathspec ==0.11.2
pathtools ==0.1.2
patsy ==0.5.3
pbr ==5.11.1
peewee ==3.16.3
pettingzoo ==1.23.1
pexpect ==4.8.0
pickleshare ==0.7.5
pillow ==9.2.0
pkginfo ==1.9.6
pkgutil-resolve-name ==1.3.10
platformdirs ==3.11.0
plotly ==5.17.0
pluggy ==1.3.0
polars ==0.14.21
portalocker ==2.8.2
prometheus-client ==0.17.1
promise ==2.3
prompt-toolkit ==3.0.39
proto-plus ==1.22.3
protobuf ==3.19.6
proxy-py ==2.4.3
psutil ==5.9.5
ptyprocess ==0.7.0
pure-eval ==0.2.2
py ==1.11.0
py-cpuinfo ==9.0.0
py-spy ==0.3.14
py3nvml ==0.2.7
py4j ==0.10.9.5
pyaml ==23.9.7
pyarrow ==12.0.1
pyasn1 ==0.5.0
pyasn1-modules ==0.3.0
pycodestyle ==2.7.0
pycparser ==2.21
pycryptodome ==3.19.0
pydantic ==1.10.12
pydata-sphinx-theme ==0.8.1
pydeprecate ==0.3.2
pydot ==1.4.2
pydub ==0.25.1
pyflakes ==2.3.1
pygame ==2.1.2
pyglet ==1.5.15
pygments ==2.13.0
pyjwt ==2.8.0
pymars ==0.10.0
pymongo ==4.3.2
pymoo ==0.6.0.1
pymunk ==6.2.1
pynacl ==1.5.0
pyopengl ==3.1.7
pyopenssl ==22.1.0
pyparsing ==3.1.1
pypng ==0.20220715.0
pyro-api ==0.1.2
pyro-ppl ==1.8.6
pyro4 ==4.82
pyrsistent ==0.19.3
pysocks ==1.7.1
pyspark ==3.3.1
pytest ==7.0.1
pytest-asyncio ==0.16.0
pytest-docker-tools ==3.1.3
pytest-fixture-config ==1.7.0
pytest-forked ==1.4.0
pytest-httpserver ==1.0.6
pytest-lazy-fixture ==0.6.3
pytest-remotedata ==0.3.2
pytest-repeat ==0.9.2
pytest-rerunfailures ==11.1.2
pytest-shutil ==1.7.0
pytest-sugar ==0.9.5
pytest-timeout ==2.1.0
pytest-virtualenv ==1.7.0
python-dateutil ==2.8.2
python-dotenv ==1.0.0
python-jose ==3.3.0
python-json-logger ==2.0.7
python-lsp-jsonrpc ==1.0.0
python-multipart ==0.0.6
python-snappy ==0.6.1
pytorch-lightning ==1.6.5
pytz ==2022.7.1
pyu2f ==0.1.5
pyvmomi ==8.0.2.0
pywavelets ==1.4.1
pyyaml ==6.0.1
pyzmq ==24.0.1
querystring-parser ==1.2.4
raydp ==1.7.0b20230919.dev0
recsim ==0.2.4
redis ==4.4.2
regex ==2023.10.3
requests ==2.31.0
requests-oauthlib ==1.3.1
requests-toolbelt ==1.0.0
responses ==0.13.4
restrictedpython ==6.2
retry-decorator ==1.1.1
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
rich ==12.6.0
rsa ==4.7.2
ruamel-yaml ==0.17.35
ruamel-yaml-clib ==0.2.8
s3fs ==2023.5.0
s3transfer ==0.6.2
safetensors ==0.3.3
sarif-om ==1.0.4
scikit-image ==0.19.3
scikit-learn ==1.0.2
scikit-optimize ==0.9.0
scipy ==1.10.1
segment-analytics-python ==2.2.0
semantic-version ==2.10.0
semgrep ==1.32.0
send2trash ==1.8.2
sentencepiece ==0.1.96
sentry-sdk ==1.31.0
serpent ==1.41
setproctitle ==1.3.3
shellcheck-py ==0.7.1.1
shimmy ==1.2.1
shortuuid ==1.0.1
sigopt ==7.5.0
six ==1.16.0
smart-open ==6.2.0
smmap ==5.0.1
sniffio ==1.3.0
snowballstemmer ==2.2.0
sortedcontainers ==2.4.0
soundfile ==0.12.1
soupsieve ==2.5
sphinx ==4.3.2
sphinx-book-theme ==0.3.3
sphinx-click ==3.0.2
sphinx-copybutton ==0.4.0
sphinx-design ==0.4.1
sphinx-external-toc ==0.2.4
sphinx-jsonschema ==1.17.2
sphinx-remove-toctrees ==0.0.3
sphinx-sitemap ==2.2.0
sphinx-tabs ==3.4.0
sphinx-togglebutton ==0.2.3
sphinx-version-warning ==1.1.2
sphinxcontrib-applehelp ==1.0.4
sphinxcontrib-devhelp ==1.0.2
sphinxcontrib-htmlhelp ==2.0.1
sphinxcontrib-jsmath ==1.0.1
sphinxcontrib-qthelp ==1.0.3
sphinxcontrib-redoc ==1.6.0
sphinxcontrib-serializinghtml ==1.1.5
sphinxemoji ==0.2.0
sqlalchemy ==1.4.17
sqlparse ==0.4.4
sshpubkeys ==3.3.1
stack-data ==0.6.3
starlette ==0.27.0
statsmodels ==0.14.0
supersuit ==3.8.0
sympy ==1.12
tabulate ==0.9.0
tblib ==2.0.0
tenacity ==8.2.3
tensorboard ==2.11.2
tensorboard-data-server ==0.6.1
tensorboard-plugin-wit ==1.8.1
tensorboardx ==2.6
tensorflow ==2.11.0
tensorflow-datasets ==4.9.0
tensorflow-estimator ==2.11.0
tensorflow-io-gcs-filesystem ==0.34.0
tensorflow-metadata ==1.13.0
tensorflow-probability ==0.19.0
tensorstore ==0.1.45
termcolor ==2.3.0
terminado ==0.17.1
testfixtures ==7.0.0
tf-slim ==1.1.0
tf2onnx ==1.13.0
threadpoolctl ==3.1.0
tifffile ==2023.7.10
timm ==0.9.2
tinycss2 ==1.2.1
tinyscaler ==1.2.6
tokenizers ==0.12.1
toml ==0.10.2
tomli ==2.0.1
tomlkit ==0.12.1
toolz ==0.12.0
torch ==2.0.1
torch-cluster ==1.6.1
torch-geometric ==2.3.1
torch-scatter ==2.1.1
torch-sparse ==0.6.17
torch-spline-conv ==1.2.2
torchdata ==0.6.1
torchmetrics ==0.10.3
torchtext ==0.15.2
torchvision ==0.15.2
tornado ==6.1
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traitlets ==5.11.2
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typeguard ==2.13.3
typer ==0.9.0
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types-pyyaml ==6.0.12.2
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uc-micro-py ==1.0.2
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uri-template ==1.3.0
uritemplate ==4.1.1
urllib3 ==1.26.17
uvicorn ==0.22.0
uvloop ==0.17.0
virtualenv ==20.21.0
wandb ==0.13.4
watchfiles ==0.19.0
wcmatch ==8.5
wcwidth ==0.2.8
webcolors ==1.13
webencodings ==0.5.1
websocket-client ==1.6.3
websockets ==11.0.3
werkzeug ==2.1.2
wheel ==0.41.2
widgetsnbextension ==3.6.6
wrapt ==1.15.0
wurlitzer ==3.0.3
xgboost ==1.7.6
xlrd ==2.0.1
xmltodict ==0.13.0
xxhash ==3.4.1
y-py ==0.6.2
yarl ==1.9.2
ypy-websocket ==0.8.4
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python/setup.py pypi

Light *
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numpy *
packaging *
protobuf *
pyyaml *
requests *
typing_extensions *
we *

release/ml_user_tests/horovod/driver_requirements.txt pypi

torch * test
torchvision * test

release/ml_user_tests/train/driver_requirements.txt pypi

tensorflow * test
torch * test

release/ml_user_tests/tune_rllib/driver_requirements.txt pypi

tblib * test
tensorflow * test
torch * test

release/ray_release/byod/requirements_byod_3.11.in pypi

release/ray_release/byod/requirements_byod_3.11.txt pypi

release/requirements.txt pypi

PyGithub *
anyscale *
boto3 *
click *
expiringdict *
google-cloud-storage *
jinja2 *
kubernetes *
protobuf >=3.15.3,
pybuildkite *
pydantic <1.10.0
python-dotenv *
pytz *
pyyaml *
requests *
retry *
slackclient *
toml *
typer *
xgboost_ray *

release/setup.py pypi

ray >=1.9

.github/workflows/on_pull_request_synchronized.yml actions

actions/github-script v7 composite

.github/workflows/stale_pull_request.yaml actions

actions/stale v9 composite

doc/source/ray-overview/examples/e2e-multimodal-ai-workloads/requirements.txt pypi

ipywidgets ==8.1.3
matplotlib ==3.10.0
mlflow ==2.19.0
scikit-learn ==1.6.0
torch ==2.7.1
transformers ==4.52.3

python/ray/llm/_internal/common/observability/logging/setup.py pypi

release/ray_release/byod/requirements_ml_byod_3.10.in pypi

accelerate *
albumentations *
bitsandbytes *
boto3 *
cmake *
crc32c *
datasets *
decord *
deepspeed >=0.12.3
diffusers ==0.12.1
evaluate *
fairscale *
fastapi *
filelock *
gcsfs ==2023.12.1
gsutil *
ipywidgets *
jupytext *
lm_eval ==0.4.0
locust ==2.18.0
matplotlib *
memray *
modin *
numpy *
openai-whisper *
openskill *
orjson *
petastorm *
protobuf *
pyarrow *
pydantic >=2.5.0
pytest *
pytorch-lightning *
scikit-learn *
semidbm *
sentencepiece *
statsforecast *
tblib *
tensorboardX *
tiktoken *
torch ==2.3.0
torchaudio *
torchmetrics *
torchtext *
tqdm *
transformers *
triton ==2.3.0
trueskill *
typepy >=1.3.2
typer *
typing-extensions *
urllib3 *
uvicorn *
validators *
wandb *
xgboost *

.github/workflows/on_auto_merge.yaml actions

actions/github-script v5 composite

ci/docker/runtime_env_container/Dockerfile docker

$BASE_IMAGE latest build

doc/requirements-doc.lock.txt pypi

accessible-pygments ==0.0.5
alabaster ==0.7.16
annotated-types ==0.7.0
anyio ==4.11.0
appnope ==0.1.4
asttokens ==3.0.0
attrs ==25.4.0
autodoc-pydantic ==2.2.0
babel ==2.17.0
beautifulsoup4 ==4.14.2
boto3 ==1.34.69
botocore ==1.34.162
certifi ==2025.10.5
charset-normalizer ==3.4.4
click ==8.1.7
colorama ==0.4.6
comm ==0.2.3
debugpy ==1.8.17
decorator ==5.2.1
docutils ==0.20.1
exceptiongroup ==1.3.0
executing ==2.2.1
fastjsonschema ==2.21.2
greenlet ==3.2.4
h11 ==0.16.0
idna ==3.11
imagesize ==1.4.1
importlib-metadata ==8.7.0
ipykernel ==7.0.1
ipython ==8.37.0
jedi ==0.19.2
jinja2 ==3.1.6
jmespath ==1.0.1
jsonpointer ==3.0.0
jsonschema ==4.25.1
jsonschema-specifications ==2025.9.1
jupyter-cache ==0.6.1
jupyter-client ==8.6.3
jupyter-core ==5.9.1
jupytext ==1.15.2
markdown-it-py ==3.0.0
markupsafe ==3.0.3
matplotlib-inline ==0.1.7
mdit-py-plugins ==0.5.0
mdurl ==0.1.2
myst-nb ==1.0.0rc0
myst-parser ==2.0.0
nbclient ==0.7.4
nbformat ==5.10.4
nest-asyncio ==1.6.0
packaging ==25.0
parso ==0.8.5
pexpect ==4.9.0
platformdirs ==4.5.0
prompt-toolkit ==3.0.52
psutil ==7.1.0
ptyprocess ==0.7.0
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pydantic-core ==2.14.1
pydantic-settings ==2.2.1
pydata-sphinx-theme ==0.14.1
pygments ==2.16.1
python-dateutil ==2.9.0.post0
python-dotenv ==1.1.1
pyyaml ==6.0.3
pyzmq ==27.1.0
referencing ==0.37.0
requests ==2.32.3
rpds-py ==0.27.1
s3transfer ==0.10.4
six ==1.17.0
sniffio ==1.3.1
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sphinx-copybutton ==0.5.2
sphinx-design ==0.5.0
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sphinx-jsonschema ==1.19.1
sphinx-remove-toctrees ==0.0.3
sphinx-sitemap ==2.5.1
sphinxcontrib-applehelp ==2.0.0
sphinxcontrib-devhelp ==2.0.0
sphinxcontrib-htmlhelp ==2.1.0
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sphinxemoji ==0.2.0
sqlalchemy ==2.0.44
stack-data ==0.6.3
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toml ==0.10.2
tomli ==2.3.0
tornado ==6.5.2
traitlets ==5.14.3
typing-extensions ==4.15.0
urllib3 ==1.26.20
uvicorn ==0.37.0
watchfiles ==1.1.1
wcwidth ==0.2.14
websockets ==15.0.1
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doc/source/ray-overview/examples/e2e-audio/requirements.txt pypi

accelerate ==1.7.0
datasets ==2.2.1
flashinfer-python ==0.2.2.post1
huggingface-hub ==0.32.6
pydantic ==2.9.2
transformers ==4.52.4
xgrammar ==0.1.19

doc/source/data/examples/unstructured_data_ingestion/content/Dockerfile docker

anyscale/ray 2.51.1-slim-py312 build

doc/source/ray-overview/examples/e2e-multimodal-ai-workloads/uv.lock pypi

179 dependencies

doc/source/ray-overview/examples/e2e-timeseries/pyproject.toml pypi

doc/source/ray-overview/examples/e2e-timeseries/requirements.in pypi

aiohttp *
nbformat *
numpy *
pandas *
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s3fs *
scikit-learn *
torch *

doc/source/ray-overview/examples/mcp-ray-serve/Dockerfile docker

anyscale/ray 2.47.1-py312 build

doc/source/ray-overview/examples/mcp-ray-serve/build-mcp-docker-image/Dockerfile docker

python 3.10-slim build

docker/base-slim/Dockerfile docker

$BASE_IMAGE latest build
${BASE_IMAGE} latest build
main-build latest build

python/ray/dashboard/client/package.json npm

@testing-library/jest-dom ^5.16.5 development
@testing-library/react ^14.3.0 development
@testing-library/user-event ^14.4.3 development
@types/js-yaml ^4.0.5 development
@types/react ^18.3.0 development
@types/react-dom ^18.3.0 development
@typescript-eslint/eslint-plugin ^5.41.0 development
@typescript-eslint/parser ^5.41.0 development
eslint-plugin-import ^2.26.0 development
eslint-plugin-prefer-arrow ^1.2.3 development
mockdate ^3.0.5 development
npm ^8.19.2 development
prettier 2.3.0 development
@emotion/react ^11.11.3
@emotion/styled ^11.11.0
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@mui/material ^5.15.5
@reduxjs/toolkit ^1.3.1
@types/jest ^27.5.2
@types/lodash ^4.14.161
@types/node 13.9.5
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@types/react-window ^1.8.2
axios ^0.21.1
copy-to-clipboard ^3.3.2
dayjs ^1.9.4
js-yaml ^4.1.0
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lowlight ^2.9.0
react ^18.3.0
react-dom ^18.3.0
react-icons ^4.7.1
react-router-dom ^6.4.3
react-scripts ^5.0.1
react-window ^1.8.5
swr ^2.1.0
typeface-roboto 0.0.75
typescript ^4.8.4
usehooks-ts ^2.9.4

doc/source/ray-overview/examples/e2e-multimodal-ai-workloads/doggos/pyproject.toml pypi

release/nightly_tests/multimodal_inference_benchmarks/image_classification/requirements.in pypi

daft ==0.6.2 test
numpy ==1.26.4 test
pillow ==11.3.0 test
torch ==2.7.0 test
torchvision ==0.22.0 test

release/ray_release/byod/requirements_ml_byod_3.10.txt pypi

263 dependencies

doc/source/serve/tutorials/deployment-serve-llm/gpt-oss/Dockerfile docker

anyscale/ray 2.49.0-slim-py312-cu128 build

doc/source/serve/tutorials/deployment-serve-llm/large-size-llm/Dockerfile docker

anyscale/ray 2.49.0-slim-py312-cu128 build

doc/source/serve/tutorials/deployment-serve-llm/medium-size-llm/Dockerfile docker

anyscale/ray 2.49.0-slim-py312-cu128 build

docker/base-extra/Dockerfile docker

"$BASE_IMAGE" latest build
$BASE_IMAGE latest build
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python/requirements/cloud-requirements.txt pypi

Click >=7.0
GitPython *
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aiohttp >=3.7.4.post0
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google-cloud-storage *
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humanize *
ipywidgets *
jsonpatch *
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jupyterlab ==3.6.1
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pathspec >=0.8.1
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python-dateutil *
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rich *
six >=1.10
smart_open *
tabulate *
tqdm *
tzlocal *
urllib3 >=1.26.17
wrapt *

doc/source/serve/tutorials/deployment-serve-llm/small-size-llm/Dockerfile docker

anyscale/ray 2.49.0-slim-py312-cu128 build

docker/ray-llm/Dockerfile docker

"$BASE_IMAGE" latest build

ci/raydepsets/tests/test_data/requirements_test.txt pypi

emoji * test
pyperclip * test

doc/source/ray-overview/examples/e2e-multimodal-ai-workloads/pyproject.toml pypi

boto3 >=1.40.9
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ipykernel >=6.30.1
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ray [data,serve,train,tune]
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python/ray/dashboard/client/package-lock.json npm

1575 dependencies

pyproject.toml pypi

python/requirements/security-requirements.txt pypi

certifi >=2025.1.31
idna >=3.7

ci/raydepsets/tests/test_data/requirements_compiled_test_update.txt pypi

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ci/raydepsets/tests/test_data/requirement_constraints_test.txt pypi

emoji ==2.9.0 test
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doc/source/ray-overview/examples/e2e-audio/requirements.in pypi

accelerate *
datasets *
flashinfer-python <0.2.3
huggingface_hub *
pydantic *
torchaudio *
xgrammar >=0.1.18

doc/source/ray-overview/examples/e2e-timeseries/requirements.txt pypi

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numpy ==1.26.4
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pyyaml ==6.0.1
s3fs ==2023.5.0
scikit-learn ==1.3.2
torch ==2.3.0

doc/source/ray-overview/examples/e2e-xgboost/pyproject.toml pypi

doc/source/serve/tutorials/asynchronous-inference/content/requirements.txt pypi

PyPDF2 >=3.0.0
celery *
ray >=2.52.0
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doc/source/ray-overview/examples/e2e-timeseries/requirements_dev.txt pypi

ipykernel * development
ipywidgets * development

release/nightly_tests/multimodal_inference_benchmarks/document_embedding/requirements.in pypi

accelerate ==1.10.1 test
daft ==0.6.2 test
langchain ==0.0.277 test
numpy ==1.26.4 test
pymupdf ==1.26.4 test
sentence-transformers ==5.1.1 test
transformers ==4.56.2 test

release/requirements-doc.txt pypi

Pygments ==2.16.1
appnope *
autodoc_pydantic ==2.2.0
boto3 ==1.34.69
click ==8.1.7
jupytext ==1.15.2
myst-nb ==1.0.0rc0
myst-parser ==2.0.0
pydantic ==2.5.0
pydata-sphinx-theme ==0.14.1
requests ==2.32.3
setuptools >=70.0.0
sphinx ==7.3.7
sphinx-autobuild ==2024.4.16
sphinx-click ==5.1.0
sphinx-copybutton ==0.5.2
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sphinx-jsonschema ==1.19.1
sphinx-remove-toctrees ==0.0.3
sphinx-sitemap ==2.5.1
sphinx_design ==0.5.0
sphinxcontrib-redoc ==1.6.0
sphinxemoji ==0.2.0
urllib3 <1.27

docker/base-deps/requirements.in pypi

adlfs *
boto3 *
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cython *
flatbuffers *
google-api-python-client *
google-oauth *
numpy *
psutil *
pyopenssl *
setuptools ==80.9.0
six *
smart_open *

docker/base-extra/requirements.in pypi

anyscale >=0.26.74
azure-identity *
grpcio *
grpcio-tools *
ipywidgets *
jupyter_server_terminals ==0.4.4
jupyterlab *

release/nightly_tests/multimodal_inference_benchmarks/audio_transcription/requirements.in pypi

accelerate ==1.10.1 test
daft ==0.6.2 test
numpy ==1.26.4 test
soundfile ==0.13.1 test
torchaudio ==2.7.0 test
torchvision ==0.22.0 test
transformers ==4.56.2 test

ci/raydepsets/tests/test_data/requirements_compiled_test_expand.txt pypi

emoji ==2.9.0 test
pyperclip ==1.6.0 test
six ==1.17.0 test

python/ray/llm/_internal/serve/observability/logging/setup.py pypi

python/ray/tests/nsight_fake/setup.py pypi

doc/source/ray-overview/examples/e2e-xgboost/requirements_dev.txt pypi

jupytext * development
mypy * development
nbformat >=5.10.4 development
pre-commit ==4.1.0 development
ruff * development

python/requirements/base-test-requirements.txt pypi

pytest * test
pytest-aiohttp * test
pytest-asyncio * test

python/requirements/llm/llm-requirements.txt pypi

async-timeout *
hf_transfer *
jsonref >=1.1.0
jsonschema *
meson *
ninja *
nixl >=0.6.1
pybind11 *
transformers >=4.57.3
typer *
vllm >=0.12.0

release/nightly_tests/multimodal_inference_benchmarks/large_image_embedding/requirements.in pypi

daft ==0.6.2 test
pillow ==11.3.0 test
pybase64 ==1.4.2 test
torch ==2.5.0 test
transformers ==4.56.2 test

release/ray_release/byod/requirements_byod_3.10.in pypi

ale-py *
boto3 *
cmake *
crc32c *
cython *
fastapi *
gcsfs ==2023.12.1
gsutil *
gymnasium *
httpx *
importlib-metadata *
jsonschema *
lightgbm *
locust ==2.18.0
memray *
openskill *
orjson *
petastorm *
protobuf *
pyarrow *
pydantic >=2.5.0
pytest *
pyyaml *
requests >=2.31.0
s3fs *
scikit-learn *
scipy *
semidbm *
tblib *
tensorboardx ==2.6.2.2
tensorflow *
terminado *
tqdm *
trueskill *
typer *
typing-extensions *
xarray *
xgboost *
zarr *

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

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Package metadata

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pypi.org: ray-cpp

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nixpkgs-23.05: python310Packages.ray

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Dependencies