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Ray

Ray is a unified framework for scaling AI and Python applications.

Building & Linting

Refer to doc/source/ray-contribute/development.md for the most up-to date information. Use the /rebuild skill for guided rebuilds and the /lint skill for linting.

Testing

See per-library .claude/CLAUDE.md for library-specific test paths. Default test timeout: 180s (pytest.ini).

Structure

  • src/ray/ — C++ core runtime
  • python/ray/ — Python API and AI libraries (data, serve, train, tune)
  • rllib/ — RLlib (symlinked from python/ray/rllib)
  • doc/source/ — Sphinx documentation

Development Workflow

  • After making C++ or Cython changes, use /rebuild to determine the correct build steps
  • After making code changes, use /lint to fix lint issues on modified files
  • When investigating CI failures, use /fetch-buildkite-logs to fetch and analyze build logs

Contributing

See @CONTRIBUTING.rst and @doc/source/ray-contribute/getting-involved.md

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