ray

PyPI v2.54.1

10,988,392 weekly downloads · Apache-2.0 · 8 Dependencies

Recently published

Source data as of:

Summary

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

Install pip install ray

Registry values

Reproduced verbatim from the official registry, with the source named on each value.

Weekly downloads 10,988,392 Source: PyPI (Python Package Index)
Releases 142 Last release: 2026-03-25 Source: PyPI (Python Package Index)
Dependencies 8 Source: PyPI (Python Package Index)

Description

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

Registry-supplied description, cleaned to plain text. Source: PyPI (Python Package Index).

Package details

Package
ray
Registry
PyPI
Version
2.54.1
Weekly downloads
10,988,392 (weekly)
License
Apache-2.0
Dependencies
8: click, filelock, jsonschema, msgpack, packaging, protobuf, pyyaml, requests
Releases
142
Last release
2026-03-25
First published
2017-06-03
Keywords
ray distributed parallel machine-learning hyperparameter-tuningreinforcement-learning deep-learning serving python
Homepage
https://github.com/ray-project/ray
Repository
https://github.com/ray-project/ray

Why a field shows "—": A dash means the value is not published by the source registry for that package. Quanteta never fills in a guessed value — a missing field stays blank.

Derived indices (computation method published)

Quanteta-computed from the registry values below. This is a derived index, not a measured registry metric. See the formula on the Data & Sources page.

Q-Vitality Quanteta 55.3 / 100 Maintenance activity index (release cadence + download level).
Q-Trust Quanteta 13.2 / 100 Adoption / stability index (community size + download stability + age).
Q-Risk Quanteta 55.2 / 100 Dependency-surface index. Higher = more risk factors detected.

Data & Sources

Related packages

Other packages sharing a factual facet, for cross-reference. A descriptive neighbourhood — ordering does not imply a recommendation.

Same ecosystem

boto3 PyPI 476,910,084 packaging PyPI 343,175,305 urllib3 PyPI 333,295,410 requests PyPI 322,684,829

Same license

boto3 PyPI 476,910,084 requests PyPI 322,684,829 botocore PyPI 300,953,231 s3transfer PyPI 175,362,626
← Back to all packages