ray2.39.0
ray2.39.0
Published
Ray provides a simple, universal API for building distributed applications.
pip install ray
Package Downloads
Authors
Project URLs
Requires Python
>=3.9
Dependencies
- click
>=7.0 - filelock
- jsonschema
- msgpack
<2.0.0,>=1.0.0 - packaging
- protobuf
!=3.19.5,>=3.15.3 - pyyaml
- aiosignal
- frozenlist
- requests
- cupy-cuda12x
; sys_platform != "darwin" and extra == "adag" - colorful
; extra == "air" - prometheus-client
>=0.7.1; extra == "air" - numpy
>=1.20; extra == "air" - requests
; extra == "air" - pandas
; extra == "air" - uvicorn
[standard]; extra == "air" - py-spy
>=0.2.0; extra == "air" - tensorboardX
>=1.9; extra == "air" - pyarrow
>=6.0.1; extra == "air" - fsspec
; extra == "air" - aiohttp
>=3.7; extra == "air" - watchfiles
; extra == "air" - smart-open
; extra == "air" - aiohttp-cors
; extra == "air" - pandas
>=1.3; extra == "air" - fastapi
; extra == "air" - virtualenv
!=20.21.1,>=20.0.24; extra == "air" - starlette
; extra == "air" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "air" - opencensus
; extra == "air" - grpcio
>=1.32.0; python_version < "3.10" and extra == "air" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "air" - memray
; sys_platform != "win32" and extra == "air" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "air" - colorful
; extra == "all" - opentelemetry-api
; extra == "all" - dm-tree
; extra == "all" - rich
; extra == "all" - prometheus-client
>=0.7.1; extra == "all" - grpcio
!=1.56.0; extra == "all" - numpy
>=1.20; extra == "all" - requests
; extra == "all" - pandas
; extra == "all" - uvicorn
[standard]; extra == "all" - opentelemetry-sdk
; extra == "all" - py-spy
>=0.2.0; extra == "all" - pyarrow
>=6.0.1; extra == "all" - fsspec
; extra == "all" - tensorboardX
>=1.9; extra == "all" - lz4
; extra == "all" - pyyaml
; extra == "all" - aiohttp
>=3.7; extra == "all" - scipy
; extra == "all" - watchfiles
; extra == "all" - gymnasium
==1.0.0; extra == "all" - opentelemetry-exporter-otlp
; extra == "all" - pyOpenSSL
; extra == "all" - typer
; extra == "all" - smart-open
; extra == "all" - aiohttp-cors
; extra == "all" - pandas
>=1.3; extra == "all" - fastapi
; extra == "all" - virtualenv
!=20.21.1,>=20.0.24; extra == "all" - starlette
; extra == "all" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "all" - scikit-image
; extra == "all" - opencensus
; extra == "all" - colorful
; extra == "all-cpp" - opentelemetry-api
; extra == "all-cpp" - dm-tree
; extra == "all-cpp" - rich
; extra == "all-cpp" - prometheus-client
>=0.7.1; extra == "all-cpp" - grpcio
!=1.56.0; extra == "all-cpp" - numpy
>=1.20; extra == "all-cpp" - pandas
; extra == "all-cpp" - requests
; extra == "all-cpp" - uvicorn
[standard]; extra == "all-cpp" - opentelemetry-sdk
; extra == "all-cpp" - py-spy
>=0.2.0; extra == "all-cpp" - pyarrow
>=6.0.1; extra == "all-cpp" - fsspec
; extra == "all-cpp" - tensorboardX
>=1.9; extra == "all-cpp" - lz4
; extra == "all-cpp" - pyyaml
; extra == "all-cpp" - aiohttp
>=3.7; extra == "all-cpp" - scipy
; extra == "all-cpp" - watchfiles
; extra == "all-cpp" - ray-cpp
==2.39.0; extra == "all-cpp" - gymnasium
==1.0.0; extra == "all-cpp" - opentelemetry-exporter-otlp
; extra == "all-cpp" - pyOpenSSL
; extra == "all-cpp" - typer
; extra == "all-cpp" - smart-open
; extra == "all-cpp" - aiohttp-cors
; extra == "all-cpp" - pandas
>=1.3; extra == "all-cpp" - fastapi
; extra == "all-cpp" - virtualenv
!=20.21.1,>=20.0.24; extra == "all-cpp" - starlette
; extra == "all-cpp" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "all-cpp" - scikit-image
; extra == "all-cpp" - opencensus
; extra == "all-cpp" - grpcio
>=1.32.0; python_version < "3.10" and extra == "all-cpp" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "all-cpp" - cupy-cuda12x
; sys_platform != "darwin" and extra == "all-cpp" - memray
; sys_platform != "win32" and extra == "all-cpp" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "all-cpp" - grpcio
>=1.32.0; python_version < "3.10" and extra == "all" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "all" - cupy-cuda12x
; sys_platform != "darwin" and extra == "all" - memray
; sys_platform != "win32" and extra == "all" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "all" - grpcio
!=1.56.0; extra == "client" - ray-cpp
==2.39.0; extra == "cpp" - numpy
>=1.20; extra == "data" - pandas
>=1.3; extra == "data" - pyarrow
>=6.0.1; extra == "data" - fsspec
; extra == "data" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "data" - aiohttp
>=3.7; extra == "default" - aiohttp-cors
; extra == "default" - colorful
; extra == "default" - py-spy
>=0.2.0; extra == "default" - requests
; extra == "default" - opencensus
; extra == "default" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "default" - prometheus-client
>=0.7.1; extra == "default" - smart-open
; extra == "default" - virtualenv
!=20.21.1,>=20.0.24; extra == "default" - grpcio
>=1.32.0; python_version < "3.10" and extra == "default" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "default" - memray
; sys_platform != "win32" and extra == "default" - opentelemetry-api
; extra == "observability" - opentelemetry-sdk
; extra == "observability" - opentelemetry-exporter-otlp
; extra == "observability" - pandas
; extra == "rllib" - tensorboardX
>=1.9; extra == "rllib" - requests
; extra == "rllib" - pyarrow
>=6.0.1; extra == "rllib" - fsspec
; extra == "rllib" - dm-tree
; extra == "rllib" - gymnasium
==1.0.0; extra == "rllib" - lz4
; extra == "rllib" - scikit-image
; extra == "rllib" - pyyaml
; extra == "rllib" - scipy
; extra == "rllib" - typer
; extra == "rllib" - rich
; extra == "rllib" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "rllib" - colorful
; extra == "serve" - aiohttp-cors
; extra == "serve" - py-spy
>=0.2.0; extra == "serve" - fastapi
; extra == "serve" - virtualenv
!=20.21.1,>=20.0.24; extra == "serve" - starlette
; extra == "serve" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "serve" - opencensus
; extra == "serve" - aiohttp
>=3.7; extra == "serve" - prometheus-client
>=0.7.1; extra == "serve" - requests
; extra == "serve" - watchfiles
; extra == "serve" - smart-open
; extra == "serve" - uvicorn
[standard]; extra == "serve" - colorful
; extra == "serve-grpc" - py-spy
>=0.2.0; extra == "serve-grpc" - aiohttp-cors
; extra == "serve-grpc" - watchfiles
; extra == "serve-grpc" - pyOpenSSL
; extra == "serve-grpc" - fastapi
; extra == "serve-grpc" - virtualenv
!=20.21.1,>=20.0.24; extra == "serve-grpc" - starlette
; extra == "serve-grpc" - pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "serve-grpc" - uvicorn
[standard]; extra == "serve-grpc" - aiohttp
>=3.7; extra == "serve-grpc" - prometheus-client
>=0.7.1; extra == "serve-grpc" - requests
; extra == "serve-grpc" - smart-open
; extra == "serve-grpc" - opencensus
; extra == "serve-grpc" - grpcio
>=1.32.0; python_version < "3.10" and extra == "serve-grpc" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "serve-grpc" - memray
; sys_platform != "win32" and extra == "serve-grpc" - grpcio
>=1.32.0; python_version < "3.10" and extra == "serve" - grpcio
>=1.42.0; python_version >= "3.10" and extra == "serve" - memray
; sys_platform != "win32" and extra == "serve" - pandas
; extra == "train" - tensorboardX
>=1.9; extra == "train" - requests
; extra == "train" - pyarrow
>=6.0.1; extra == "train" - fsspec
; extra == "train" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "train" - pandas
; extra == "tune" - tensorboardX
>=1.9; extra == "tune" - requests
; extra == "tune" - pyarrow
>=6.0.1; extra == "tune" - fsspec
; extra == "tune" - pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "tune"