Package profile
ray
- Summary: Ray provides a simple, universal API for building distributed applications.
- Author: Ray Team
- Homepage: https://github.com/ray-project/ray
- Source: https://github.com/ray-project/ray (Repo profile)
- Number of releases: 128
- First release: 0.1.1 on 2017-06-03
- Latest release: 2.47.1 on 2025-06-17
Releases
PyPI Downloads
Dependencies
Ray has 46 dependencies, 38 of which optional.Dependency | Optional |
---|---|
click | false |
filelock | false |
jsonschema | false |
msgpack | false |
packaging | false |
protobuf | false |
pyyaml | false |
requests | false |
aiohttp | true |
aiohttp-cors | true |
async-timeout | true |
colorful | true |
cupy-cuda12x | true |
dm-tree | true |
fastapi | true |
fsspec | true |
grpcio | true |
gymnasium | true |
jsonref | true |
lz4 | true |
memray | true |
ninja | true |
numpy | true |
opencensus | true |
opentelemetry-api | true |
opentelemetry-exporter-otlp | true |
opentelemetry-exporter-prometheus | true |
opentelemetry-proto | true |
opentelemetry-sdk | true |
ormsgpack | true |
pandas | true |
prometheus-client | true |
py-spy | true |
pyarrow | true |
pydantic | true |
pyOpenSSL | true |
ray-cpp | true |
scipy | true |
smart-open | true |
starlette | true |
tensorboardX | true |
typer | true |
uvicorn | true |
virtualenv | true |
vllm | true |
watchfiles | true |