RA

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.

42.0k 7.4k +20/wk
GitHub PyPI 2-source
data-science deep-learning deployment distributed hyperparameter-optimization hyperparameter-search large-language-models llm llm-inference llm-serving machine-learning optimization
Trend 21

Star & Fork Trend (44 data points)

Stars
Forks

Multi-Source Signals

Growth Velocity

ray-project/ray has +20 stars this period , with cross-source activity across 2 platforms (github, pypi). 7-day velocity: 0.1%.

Deep analysis is being generated for this repository.

Signal-backed technical analysis will be available soon.

Metric ray DeepSpeed ailearning gradio
Stars 42.0k 42.0k42.2k42.3k
Forks 7.4k 4.8k11.6k3.4k
Weekly Growth +20 +8+10+0
Language Python PythonPythonPython
Sources 2 222
License Apache-2.0 Apache-2.0NOASSERTIONApache-2.0

Capability Radar vs DeepSpeed

ray
DeepSpeed
Maintenance Activity 100

Last code push 0 days ago.

Community Engagement 88

Fork-to-star ratio: 17.7%. Active community forking and contributing.

Issue Burden 70

Issue data not yet available.

Growth Momentum 43

+20 stars this period — 0.05% growth rate.

License Clarity 95

Licensed under Apache-2.0. Permissive — safe for commercial use.

Risk scores are computed from real-time repository data. Higher scores indicate healthier metrics.