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ray


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Author: Ray Team
License: Apache 2.0
Summary: Ray provides a simple, universal API for building distributed applications.
Latest version: 2.44.1
Required dependencies: aiosignal | async-timeout | click | cupy-cuda12x | filelock | frozenlist | grpcio | jsonschema | memray | msgpack | packaging | protobuf | py-spy | pyarrow | pyyaml | requests
Optional dependencies: aiohttp | aiohttp-cors | colorful | dm-tree | fastapi | fsspec | grpcio | gymnasium | jsonref | jsonschema | lz4 | ninja | numpy | opencensus | opentelemetry-api | opentelemetry-exporter-otlp | opentelemetry-sdk | ormsgpack | pandas | prometheus-client | pyarrow | pydantic | pyopenssl | pyyaml | ray-cpp | requests | scipy | smart-open | starlette | tensorboardx | typer | uvicorn | virtualenv | vllm | watchfiles

Downloads last day: 122,043
Downloads last week: 1,862,598
Downloads last month: 7,120,696

10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310100,000200,000300,000400,000
With_MirrorsWithout_Mirrors30d60d90d120dallDaily Download Quantity of ray package - OverallDateDownloads
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310100,000200,000300,000400,000
23Null30d60d90d120dallDaily Download Quantity of ray package - Python MajorDateDownloads
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310%20%40%60%80%100%
23Null30d60d90d120dallDaily Download Proportions of ray package - Python MajorDateDownload Proportion
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310100,000200,000300,000
2.73.103.113.123.133.43.53.63.73.83.9Null30d60d90d120dallDaily Download Quantity of ray package - Python MinorDateDownloads
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310%20%40%60%80%100%
2.73.103.113.123.133.43.53.63.73.83.9Null30d60d90d120dallDaily Download Proportions of ray package - Python MinorDateDownload Proportion
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310100,000200,000300,000400,000
DarwinLinuxWindowsNull30d60d90d120dallDaily Download Quantity of ray package - SystemDateDownloads
10-0710-1410-2110-2811-0411-1111-1811-2512-0212-0912-1612-2312-3001-0601-1301-2001-2702-0302-1002-1702-2403-0303-1003-1703-2403-310%20%40%60%80%100%
DarwinLinuxWindowsNull30d60d90d120dallDaily Download Proportions of ray package - SystemDateDownload Proportion