ray
Anyscalegithub.com/ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Updated 56 min ago · first seen 11 Sept 2026
framework_01M294C6S4BRJN8RC2JPW3PVNN
- Version
- Ray-2.58.0
- T2 · 3 h ago
- Released
- 23 Aug 2026
- T2 · 3 h ago
- License
- Apache-2.0
- T2 · 3 h ago
- Stars
- 43,783
- T2 · 56 min ago
Specification
- License
- Apache-2.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Repository
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Author
- Ray Team
Source:PyPI public package metadataT2observed 58 min agomedium
- Created at
- 25 Oct 2016
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Default branch
- master
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Homepage
- https://ray.io
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Kind
- framework
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Latest release
- 23 Aug 2026
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Latest release tag
- Ray-2.58.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Latest version
- Ray-2.58.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- License name
- Apache License 2.0
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Forks
- 8,024
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 56 min agomedium
- Releases
- 129
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 56 min agomedium
- Stars
- 43,783
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 56 min agomedium
- Tags
- 135
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 56 min agomedium
- Watchers
- 486
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 56 min agomedium
- PyPI
- ray
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Pypi license
- Apache 2.0
Source:PyPI public package metadataT2observed 58 min agomedium
- Pypi release at
- 23 Aug 2026
Source:PyPI public package metadataT2observed 58 min agomedium
- Pypi url
- https://pypi.org/project/ray/
Source:PyPI public package metadataT2observed 58 min agomedium
- Pypi version
- 2.58.0
Source:PyPI public package metadataT2observed 58 min agomedium
- Python classifiers
- Programming Language :: Python :: 3.10, Programming Language :: Python :: 3.11, Programming Language :: Python :: 3.12, Programming Language :: Python :: 3.13, Programming Language :: Python :: 3.14
Source:PyPI public package metadataT2observed 58 min agomedium
- Releases url
- https://github.com/ray-project/ray/releases
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
- Requires python
- >=3.10
Source:PyPI public package metadataT2observed 58 min agomedium
- Topics
- data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, large-language-models, llm, llm-inference, llm-serving, machine-learning, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow
Source:GitHub public repositories (HTML, releases.atom, raw files)T2observed 3 h agomedium
Each value shows its source, tier and observation time. Conflicting claims are kept side by side and flagged — never averaged. How AI Atlas records facts →
Provenance
Attributed facts
26
Source tiers
T226
Freshest observation
56 min ago
Conflicts
None
- Developed by
- Anyscale
As of
Rewind the record: see this entity's attributes exactly as AI Atlas knew them on a given day.
Claim history
Licenselicense1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache-2.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Repositoryrepository_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://github.com/ray-project/ray | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Created atcreated_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 25 Oct 2016 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Default branchdefault_branch1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| master | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Descriptiondescription1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads. | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Homepagehomepage1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://ray.io | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Kindkind1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| framework | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest releaselatest_release_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 23 Aug 2026 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest release taglatest_release_tag1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Ray-2.58.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Latest versionlatest_version1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Ray-2.58.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
License namelicense_name1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache License 2.0 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Forksmetric.forks1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 8,024 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Releasesmetric.releases3
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 129 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
| 132 | → | superseded | PyPI public package metadataT2 | medium | deterministic |
| 129 | → | superseded | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Starsmetric.stars2
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 43,783 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
| 43,782 | → | superseded | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Watchersmetric.watchers1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 486 | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
PyPIpypi1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| ray | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Pypi licensepypi_license1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Apache 2.0 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi release atpypi_release_at1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 23 Aug 2026 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi urlpypi_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://pypi.org/project/ray/ | → current | current | PyPI public package metadataT2 | medium | deterministic |
Pypi versionpypi_version1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| 2.58.0 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Python classifierspython_classifiers1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Programming Language :: Python :: 3.10, Programming Language :: Python :: 3.11, Programming Language :: Python :: 3.12, Programming Language :: Python :: 3.13, Programming Language :: Python :: 3.14 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Releases urlreleases_url1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://github.com/ray-project/ray/releases | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Requires pythonrequires_python1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| >=3.10 | → current | current | PyPI public package metadataT2 | medium | deterministic |
Topicstopics1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, large-language-models, llm, llm-inference, llm-serving, machine-learning, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow | → current | current | GitHub public repositories (HTML, releases.atom, raw files)T2 | medium | deterministic |
Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →
| Source | Document | Type | Tier | Last observed | Snapshots |
|---|---|---|---|---|---|
| GitHub public repositories (HTML, releases.atom, raw files) | github.com/ray-project/ray/releases.atom | feed | T2· Quality secondary | 56 min ago | 1 |
| GitHub public repositories (HTML, releases.atom, raw files) | github.com/ray-project/ray | repository | T2· Quality secondary | 56 min ago | 3 |
| PyPI public package metadata | pypi.org/pypi/ray/json | package | T2· Quality secondary | 58 min ago | 1 |
Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.