ray@2.2.0

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

2022-12-13 Python >=3.10 wheel

安装 (2.2.0)

pip install ray==2.2.0

poetry add ray==2.2.0

pipenv install ray==2.2.0

conda install ray=2.2.0

依赖 (253)

依赖
`click>=7.0`
`filelock`
`jsonschema`
`msgpack<2.0.0,>=1.0.0`
`packaging>=24.2`
`protobuf>=3.20.3`
`pyyaml`
`requests`
`cupy-cuda12x; sys_platform != "darwin" and extra == "cgraph"`
`grpcio!=1.56.0; sys_platform == "darwin" and extra == "client"`
`grpcio; extra == "client"`
`numpy>=1.20; extra == "data"`
`pandas>=1.3; extra == "data"`
`pyarrow>=9.0.0; extra == "data"`
`fsspec; extra == "data"`
`aiohttp>=3.13.3; extra == "default"`
`aiohttp_cors; extra == "default"`
`colorful; extra == "default"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "default"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "default"`
`requests; extra == "default"`
`grpcio>=1.42.0; extra == "default"`
`opencensus; extra == "default"`
`opentelemetry-sdk>=1.30.0; extra == "default"`
`opentelemetry-exporter-prometheus; extra == "default"`
`opentelemetry-proto; extra == "default"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "default"`
`prometheus_client>=0.7.1; extra == "default"`
`smart_open; extra == "default"`
`virtualenv!=20.21.1,>=20.0.24; extra == "default"`
`memray; sys_platform != "win32" and extra == "observability"`
`watchfiles; extra == "serve"`
`opentelemetry-proto; extra == "serve"`
`opencensus; extra == "serve"`
`grpcio>=1.42.0; extra == "serve"`
`requests; extra == "serve"`
`aiohttp>=3.13.3; extra == "serve"`
`colorful; extra == "serve"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "serve"`
`opentelemetry-exporter-prometheus; extra == "serve"`
`prometheus_client>=0.7.1; extra == "serve"`
`virtualenv!=20.21.1,>=20.0.24; extra == "serve"`
`aiohttp_cors; extra == "serve"`
`smart_open; extra == "serve"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "serve"`
`fastapi; extra == "serve"`
`opentelemetry-sdk>=1.30.0; extra == "serve"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "serve"`
`starlette; extra == "serve"`
`uvicorn[standard]; extra == "serve"`
`pandas; extra == "tune"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "tune"`
`tensorboardX>=1.9; extra == "tune"`
`requests; extra == "tune"`
`pyarrow>=9.0.0; extra == "tune"`
`fsspec; extra == "tune"`
`cupy-cuda12x; sys_platform != "darwin" and extra == "adag"`
`watchfiles; extra == "serve-grpc"`
`opentelemetry-proto; extra == "serve-grpc"`
`opencensus; extra == "serve-grpc"`
`grpcio>=1.42.0; extra == "serve-grpc"`
`pyOpenSSL; extra == "serve-grpc"`
`requests; extra == "serve-grpc"`
`aiohttp>=3.13.3; extra == "serve-grpc"`
`colorful; extra == "serve-grpc"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "serve-grpc"`
`opentelemetry-exporter-prometheus; extra == "serve-grpc"`
`prometheus_client>=0.7.1; extra == "serve-grpc"`
`virtualenv!=20.21.1,>=20.0.24; extra == "serve-grpc"`
`aiohttp_cors; extra == "serve-grpc"`
`smart_open; extra == "serve-grpc"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "serve-grpc"`
`fastapi; extra == "serve-grpc"`
`opentelemetry-sdk>=1.30.0; extra == "serve-grpc"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "serve-grpc"`
`starlette; extra == "serve-grpc"`
`uvicorn[standard]; extra == "serve-grpc"`
`watchfiles; extra == "serve-async-inference"`
`opentelemetry-proto; extra == "serve-async-inference"`
`taskiq; extra == "serve-async-inference"`
`opencensus; extra == "serve-async-inference"`
`grpcio>=1.42.0; extra == "serve-async-inference"`
`requests; extra == "serve-async-inference"`
`aiohttp>=3.13.3; extra == "serve-async-inference"`
`colorful; extra == "serve-async-inference"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "serve-async-inference"`
`opentelemetry-exporter-prometheus; extra == "serve-async-inference"`
`prometheus_client>=0.7.1; extra == "serve-async-inference"`
`virtualenv!=20.21.1,>=20.0.24; extra == "serve-async-inference"`
`aiohttp_cors; extra == "serve-async-inference"`
`smart_open; extra == "serve-async-inference"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "serve-async-inference"`
`fastapi; extra == "serve-async-inference"`
`opentelemetry-sdk>=1.30.0; extra == "serve-async-inference"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "serve-async-inference"`
`starlette; extra == "serve-async-inference"`
`uvicorn[standard]; extra == "serve-async-inference"`
`celery; extra == "serve-async-inference"`
`ray-cpp==2.55.1; extra == "cpp"`
`pandas; extra == "rllib"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "rllib"`
`tensorboardX>=1.9; extra == "rllib"`
`requests; extra == "rllib"`
`pyarrow>=9.0.0; extra == "rllib"`
`fsspec; extra == "rllib"`
`dm_tree; extra == "rllib"`
`gymnasium==1.2.2; extra == "rllib"`
`lz4; extra == "rllib"`
`ormsgpack>=1.7.0; extra == "rllib"`
`pyyaml; extra == "rllib"`
`scipy; extra == "rllib"`
`pandas; extra == "train"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "train"`
`tensorboardX>=1.9; extra == "train"`
`requests; extra == "train"`
`pyarrow>=9.0.0; extra == "train"`
`fsspec; extra == "train"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "train"`
`watchfiles; extra == "air"`
`fsspec; extra == "air"`
`tensorboardX>=1.9; extra == "air"`
`opentelemetry-proto; extra == "air"`
`pandas>=1.3; extra == "air"`
`opencensus; extra == "air"`
`grpcio>=1.42.0; extra == "air"`
`requests; extra == "air"`
`aiohttp>=3.13.3; extra == "air"`
`colorful; extra == "air"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "air"`
`opentelemetry-exporter-prometheus; extra == "air"`
`prometheus_client>=0.7.1; extra == "air"`
`virtualenv!=20.21.1,>=20.0.24; extra == "air"`
`aiohttp_cors; extra == "air"`
`pyarrow>=9.0.0; extra == "air"`
`smart_open; extra == "air"`
`pandas; extra == "air"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "air"`
`numpy>=1.20; extra == "air"`
`fastapi; extra == "air"`
`opentelemetry-sdk>=1.30.0; extra == "air"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "air"`
`starlette; extra == "air"`
`uvicorn[standard]; extra == "air"`
`watchfiles; extra == "all"`
`grpcio; extra == "all"`
`gymnasium==1.2.2; extra == "all"`
`fsspec; extra == "all"`
`tensorboardX>=1.9; extra == "all"`
`opentelemetry-proto; extra == "all"`
`pandas>=1.3; extra == "all"`
`taskiq; extra == "all"`
`opencensus; extra == "all"`
`grpcio>=1.42.0; extra == "all"`
`ormsgpack>=1.7.0; extra == "all"`
`pyOpenSSL; extra == "all"`
`grpcio!=1.56.0; sys_platform == "darwin" and extra == "all"`
`requests; extra == "all"`
`aiohttp>=3.13.3; extra == "all"`
`colorful; extra == "all"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "all"`
`opentelemetry-exporter-prometheus; extra == "all"`
`scipy; extra == "all"`
`prometheus_client>=0.7.1; extra == "all"`
`virtualenv!=20.21.1,>=20.0.24; extra == "all"`
`aiohttp_cors; extra == "all"`
`pyarrow>=9.0.0; extra == "all"`
`smart_open; extra == "all"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "all"`
`memray; sys_platform != "win32" and extra == "all"`
`pandas; extra == "all"`
`pyyaml; extra == "all"`
`numpy>=1.20; extra == "all"`
`fastapi; extra == "all"`
`opentelemetry-sdk>=1.30.0; extra == "all"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "all"`
`starlette; extra == "all"`
`uvicorn[standard]; extra == "all"`
`celery; extra == "all"`
`cupy-cuda12x; sys_platform != "darwin" and extra == "all"`
`lz4; extra == "all"`
`dm_tree; extra == "all"`
`watchfiles; extra == "all-cpp"`
`grpcio; extra == "all-cpp"`
`gymnasium==1.2.2; extra == "all-cpp"`
`fsspec; extra == "all-cpp"`
`tensorboardX>=1.9; extra == "all-cpp"`
`opentelemetry-proto; extra == "all-cpp"`
`pandas>=1.3; extra == "all-cpp"`
`taskiq; extra == "all-cpp"`
`opencensus; extra == "all-cpp"`
`grpcio>=1.42.0; extra == "all-cpp"`
`ormsgpack>=1.7.0; extra == "all-cpp"`
`pyOpenSSL; extra == "all-cpp"`
`grpcio!=1.56.0; sys_platform == "darwin" and extra == "all-cpp"`
`requests; extra == "all-cpp"`
`aiohttp>=3.13.3; extra == "all-cpp"`
`colorful; extra == "all-cpp"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "all-cpp"`
`opentelemetry-exporter-prometheus; extra == "all-cpp"`
`scipy; extra == "all-cpp"`
`prometheus_client>=0.7.1; extra == "all-cpp"`
`virtualenv!=20.21.1,>=20.0.24; extra == "all-cpp"`
`aiohttp_cors; extra == "all-cpp"`
`pyarrow>=9.0.0; extra == "all-cpp"`
`smart_open; extra == "all-cpp"`
`ray-cpp==2.55.1; extra == "all-cpp"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "all-cpp"`
`memray; sys_platform != "win32" and extra == "all-cpp"`
`pandas; extra == "all-cpp"`
`pyyaml; extra == "all-cpp"`
`numpy>=1.20; extra == "all-cpp"`
`fastapi; extra == "all-cpp"`
`opentelemetry-sdk>=1.30.0; extra == "all-cpp"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "all-cpp"`
`starlette; extra == "all-cpp"`
`uvicorn[standard]; extra == "all-cpp"`
`celery; extra == "all-cpp"`
`cupy-cuda12x; sys_platform != "darwin" and extra == "all-cpp"`
`lz4; extra == "all-cpp"`
`dm_tree; extra == "all-cpp"`
`watchfiles; extra == "llm"`
`fsspec; extra == "llm"`
`opentelemetry-proto; extra == "llm"`
`pandas>=1.3; extra == "llm"`
`jsonref>=1.1.0; extra == "llm"`
`ninja; extra == "llm"`
`nixl>=1.0.0; extra == "llm"`
`meson; extra == "llm"`
`opencensus; extra == "llm"`
`async-timeout; python_version < "3.11" and extra == "llm"`
`pybind11; extra == "llm"`
`grpcio>=1.42.0; extra == "llm"`
`vllm[audio]>=0.18.0; extra == "llm"`
`requests; extra == "llm"`
`typer; extra == "llm"`
`aiohttp>=3.13.3; extra == "llm"`
`colorful; extra == "llm"`
`pydantic!=2.0.,!=2.1.,!=2.10.,!=2.11.,!=2.2.,!=2.3.,!=2.4.,!=2.5.,!=2.6.,!=2.7.,!=2.8.,!=2.9.,<3; extra == "llm"`
`opentelemetry-exporter-prometheus; extra == "llm"`
`prometheus_client>=0.7.1; extra == "llm"`
`jsonschema; extra == "llm"`
`virtualenv!=20.21.1,>=20.0.24; extra == "llm"`
`aiohttp_cors; extra == "llm"`
`hf_transfer; extra == "llm"`
`pyarrow>=9.0.0; extra == "llm"`
`smart_open; extra == "llm"`
`py-spy>=0.2.0; python_version < "3.12" and extra == "llm"`
`numpy>=1.20; extra == "llm"`
`fastapi; extra == "llm"`
`opentelemetry-sdk>=1.30.0; extra == "llm"`
`py-spy>=0.4.0; python_version >= "3.12" and extra == "llm"`
`starlette; extra == "llm"`
`uvicorn[standard]; extra == "llm"`

下载文件

文件名	类型	Python 版本	大小
ray-2.2.0-cp310-cp310-macosx_10_15_universal2.whl	bdist_wheel	`cp310`	76629300 bytes
ray-2.2.0-cp310-cp310-macosx_11_0_arm64.whl	bdist_wheel	`cp310`	27448241 bytes
ray-2.2.0-cp310-cp310-manylinux2014_aarch64.whl	bdist_wheel	`cp310`	55901167 bytes
ray-2.2.0-cp310-cp310-manylinux2014_x86_64.whl	bdist_wheel	`cp310`	57380419 bytes
ray-2.2.0-cp310-cp310-win_amd64.whl	bdist_wheel	`cp310`	20829698 bytes
ray-2.2.0-cp36-cp36m-macosx_10_15_intel.whl	bdist_wheel	`cp36`	76765616 bytes
ray-2.2.0-cp36-cp36m-manylinux2014_aarch64.whl	bdist_wheel	`cp36`	56161704 bytes
ray-2.2.0-cp36-cp36m-manylinux2014_x86_64.whl	bdist_wheel	`cp36`	57646283 bytes
ray-2.2.0-cp37-cp37m-macosx_10_15_intel.whl	bdist_wheel	`cp37`	76791402 bytes
ray-2.2.0-cp37-cp37m-manylinux2014_aarch64.whl	bdist_wheel	`cp37`	56184802 bytes
ray-2.2.0-cp37-cp37m-manylinux2014_x86_64.whl	bdist_wheel	`cp37`	57669130 bytes
ray-2.2.0-cp37-cp37m-win_amd64.whl	bdist_wheel	`cp37`	20927783 bytes
ray-2.2.0-cp38-cp38-macosx_10_15_x86_64.whl	bdist_wheel	`cp38`	76623440 bytes
ray-2.2.0-cp38-cp38-macosx_11_0_arm64.whl	bdist_wheel	`cp38`	27441625 bytes
ray-2.2.0-cp38-cp38-manylinux2014_aarch64.whl	bdist_wheel	`cp38`	55925762 bytes
ray-2.2.0-cp38-cp38-manylinux2014_x86_64.whl	bdist_wheel	`cp38`	57401600 bytes
ray-2.2.0-cp38-cp38-win_amd64.whl	bdist_wheel	`cp38`	20824331 bytes
ray-2.2.0-cp39-cp39-macosx_10_15_x86_64.whl	bdist_wheel	`cp39`	76624443 bytes
ray-2.2.0-cp39-cp39-macosx_11_0_arm64.whl	bdist_wheel	`cp39`	27443233 bytes
ray-2.2.0-cp39-cp39-manylinux2014_aarch64.whl	bdist_wheel	`cp39`	55901494 bytes
ray-2.2.0-cp39-cp39-manylinux2014_x86_64.whl	bdist_wheel	`cp39`	57380341 bytes
ray-2.2.0-cp39-cp39-win_amd64.whl	bdist_wheel	`cp39`	20824406 bytes

版本列表

2.55.1 2026-04-22

2.55.0 2026-04-15

2.54.1 2026-03-25

2.54.0 2026-02-18

2.53.0 2025-12-20

2.52.1 2025-11-28

2.52.0 2025-11-21

2.51.2 2025-11-29

2.51.1 2025-11-01

2.51.0 2025-10-29

2.50.1 2025-10-18

2.50.0 2025-10-10

2.49.2 2025-09-19

2.49.1 2025-09-03

2.49.0 2025-08-26

2.48.0 2025-07-18

2.47.1 2025-06-17

2.47.0 2025-06-11

2.46.0 2025-05-07

2.45.0 2025-04-29

2.44.1 2025-03-27

2.44.0 2025-03-21

2.43.0 2025-02-27

2.42.1 2025-02-11

2.42.0 2025-02-04

2.41.0 2025-01-23

2.40.0 2024-12-03

2.39.0 2024-11-12

2.38.0 2024-10-23

2.37.0 2024-09-24

2.36.1 2024-09-23

2.36.0 2024-09-16

2.35.0 2024-08-27

2.34.0 2024-07-30

2.33.0 2024-07-25

2.32.0 2024-07-10

2.32.0rc0 2024-07-03

2.31.0 2024-06-26

2.30.0 2024-06-20

2.24.0 2024-06-06

2.23.0 2024-05-22

2.22.0 2024-05-14

2.21.0 2024-05-08

2.20.0 2024-05-01

2.12.0 2024-04-25

2.11.0 2024-04-17

2.10.0 2024-03-21

2.9.3 2024-02-22

2.9.2 2024-02-05

2.9.1 2024-01-19

2.9.0 2023-12-21

2.8.1 2023-12-01

2.8.0 2023-11-03

2.7.2 2023-12-04

2.7.1 2023-10-09

2.7.0 2023-09-17

2.7.0rc0 2023-09-02

2.6.3 2023-08-15

2.6.2 2023-08-03

2.6.1 2023-07-24

2.6.0 2023-07-21

2.5.1 2023-06-21

2.5.0 2023-06-08

2.4.0 2023-04-25

2.3.1 2023-03-25

2.3.0 2023-02-24

2.3.0rc0 2023-02-23

2.2.0 2022-12-13

2.1.0 2022-11-08

2.0.1 2022-10-22

2.0.0 2022-08-23

1.13.0 2022-06-09

1.12.1 2022-05-16

1.12.0 2022-04-14

1.11.1 2022-04-29

1.11.0 2022-03-09

1.10.0 2022-02-04

1.9.2 2022-01-11

1.9.1 2021-12-22

1.9.0 2021-12-03

1.8.0 2021-11-02

1.7.1 2021-10-22

1.7.0 2021-10-07

1.6.0 2021-08-23

1.5.2 2021-08-12

1.5.1 2021-07-31

1.5.0 2021-07-26

1.4.1 2021-06-30

1.4.0 2021-06-07

1.3.0 2021-04-22

1.2.0 2021-02-13

1.1.0 2020-12-24

1.0.1 2020-11-10

1.0.0 2020-09-30

0.8.7 2020-08-13

0.8.6 2020-06-24

0.8.5 2020-05-07

0.8.4 2020-04-02

0.8.3 2020-03-25

0.8.2 2020-02-24

0.8.1 2020-01-27

0.8.0 2019-12-17

0.7.7 2019-12-16

0.7.6 2019-10-24

0.7.5 2019-09-25

0.7.4 2019-09-05

0.7.3 2019-08-04

0.7.2 2019-07-03

0.7.1 2019-06-11

0.7.0 2019-05-18

0.6.6 2019-04-19

0.6.5 2019-03-25

0.6.4 2019-03-06

0.6.3 2019-02-07

0.6.2 2019-01-17

0.6.1 2018-12-24

0.6.0 2018-12-01

0.5.3 2018-09-28

0.5.2 2018-08-29

0.5.0 2018-07-07

0.4.0 2018-03-27

0.3.1 2018-02-04

0.3.0 2017-11-28

0.2.2 2017-11-02

0.2.1 2017-10-01

0.2.0 2017-08-30

0.1.2 2017-06-27

0.1.1 2017-06-03