ray2.40.0
ray2.40.0
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"
- fsspec
; extra == "air"
- watchfiles
; extra == "air"
- colorful
; extra == "air"
- pyarrow
>=9.0.0; extra == "air"
- fastapi
; extra == "air"
- aiohttp
>=3.7; extra == "air"
- pandas
>=1.3; extra == "air"
- requests
; extra == "air"
- smart-open
; extra == "air"
- starlette
; extra == "air"
- py-spy
>=0.2.0; extra == "air"
- pandas
; extra == "air"
- aiohttp-cors
; extra == "air"
- uvicorn
[standard]; extra == "air"
- tensorboardX
>=1.9; extra == "air"
- prometheus-client
>=0.7.1; extra == "air"
- pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "air"
- numpy
>=1.20; extra == "air"
- opencensus
; extra == "air"
- virtualenv
!=20.21.1,>=20.0.24; 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"
- opentelemetry-exporter-otlp
; extra == "all"
- scikit-image
; extra == "all"
- fsspec
; extra == "all"
- opentelemetry-api
; extra == "all"
- opentelemetry-sdk
; extra == "all"
- rich
; extra == "all"
- pyOpenSSL
; extra == "all"
- watchfiles
; extra == "all"
- colorful
; extra == "all"
- scipy
; extra == "all"
- pyarrow
>=9.0.0; extra == "all"
- fastapi
; extra == "all"
- aiohttp
>=3.7; extra == "all"
- pandas
>=1.3; extra == "all"
- requests
; extra == "all"
- smart-open
; extra == "all"
- starlette
; extra == "all"
- py-spy
>=0.2.0; extra == "all"
- pyyaml
; extra == "all"
- pandas
; extra == "all"
- gymnasium
==1.0.0; extra == "all"
- typer
; extra == "all"
- aiohttp-cors
; extra == "all"
- dm-tree
; extra == "all"
- uvicorn
[standard]; extra == "all"
- tensorboardX
>=1.9; extra == "all"
- prometheus-client
>=0.7.1; extra == "all"
- pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "all"
- numpy
>=1.20; extra == "all"
- opencensus
; extra == "all"
- grpcio
!=1.56.0; extra == "all"
- lz4
; extra == "all"
- virtualenv
!=20.21.1,>=20.0.24; extra == "all"
- opentelemetry-exporter-otlp
; extra == "all-cpp"
- scikit-image
; extra == "all-cpp"
- fsspec
; extra == "all-cpp"
- opentelemetry-api
; extra == "all-cpp"
- opentelemetry-sdk
; extra == "all-cpp"
- rich
; extra == "all-cpp"
- pyOpenSSL
; extra == "all-cpp"
- watchfiles
; extra == "all-cpp"
- colorful
; extra == "all-cpp"
- scipy
; extra == "all-cpp"
- pyarrow
>=9.0.0; extra == "all-cpp"
- fastapi
; extra == "all-cpp"
- aiohttp
>=3.7; extra == "all-cpp"
- pandas
>=1.3; extra == "all-cpp"
- requests
; extra == "all-cpp"
- ray-cpp
==2.40.0; extra == "all-cpp"
- smart-open
; extra == "all-cpp"
- starlette
; extra == "all-cpp"
- py-spy
>=0.2.0; extra == "all-cpp"
- pyyaml
; extra == "all-cpp"
- pandas
; extra == "all-cpp"
- gymnasium
==1.0.0; extra == "all-cpp"
- typer
; extra == "all-cpp"
- aiohttp-cors
; extra == "all-cpp"
- dm-tree
; extra == "all-cpp"
- uvicorn
[standard]; extra == "all-cpp"
- tensorboardX
>=1.9; extra == "all-cpp"
- prometheus-client
>=0.7.1; extra == "all-cpp"
- pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "all-cpp"
- numpy
>=1.20; extra == "all-cpp"
- opencensus
; extra == "all-cpp"
- grpcio
!=1.56.0; extra == "all-cpp"
- lz4
; extra == "all-cpp"
- virtualenv
!=20.21.1,>=20.0.24; 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
==2.40.0; extra == "cpp"
- numpy
>=1.20; extra == "data"
- pandas
>=1.3; extra == "data"
- pyarrow
>=9.0.0; 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
>=9.0.0; 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"
- aiohttp-cors
; extra == "serve"
- uvicorn
[standard]; extra == "serve"
- aiohttp
>=3.7; extra == "serve"
- py-spy
>=0.2.0; extra == "serve"
- prometheus-client
>=0.7.1; extra == "serve"
- smart-open
; extra == "serve"
- virtualenv
!=20.21.1,>=20.0.24; extra == "serve"
- watchfiles
; extra == "serve"
- requests
; extra == "serve"
- colorful
; extra == "serve"
- opencensus
; extra == "serve"
- fastapi
; extra == "serve"
- pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "serve"
- starlette
; extra == "serve"
- aiohttp-cors
; extra == "serve-grpc"
- uvicorn
[standard]; extra == "serve-grpc"
- aiohttp
>=3.7; extra == "serve-grpc"
- py-spy
>=0.2.0; extra == "serve-grpc"
- prometheus-client
>=0.7.1; extra == "serve-grpc"
- pyOpenSSL
; extra == "serve-grpc"
- watchfiles
; extra == "serve-grpc"
- starlette
; extra == "serve-grpc"
- requests
; extra == "serve-grpc"
- colorful
; extra == "serve-grpc"
- opencensus
; extra == "serve-grpc"
- fastapi
; extra == "serve-grpc"
- smart-open
; extra == "serve-grpc"
- pydantic
!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3; extra == "serve-grpc"
- virtualenv
!=20.21.1,>=20.0.24; 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
>=9.0.0; 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
>=9.0.0; extra == "tune"
- fsspec
; extra == "tune"
- pyarrow
<18; (sys_platform == "darwin" and platform_machine == "x86_64") and extra == "tune"