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Resources

Dev Workflow

  1. [Once] Set up Python environment and install dependencies: make .venv
  2. [Optional] Activate .venv: source .venv/bin/activate. Not necessary with Makefile commands.
  3. If Rust code is modified, rebuild: make build
  4. Run tests. See Testing Details.

Testing Details

  • make test runs tests in tests/ directory. Uses pytest under the hood.
    • Must set DAFT_RUNNER environment variable to ray or native to run the tests with the corresponding runner.
      • Start with DAFT_RUNNER=native unless testing Ray or distributed code.
    • make test EXTRA_ARGS="..." passes additional arguments to pytest.
      • make test EXTRA_ARGS="-v tests/dataframe/test_select.py" runs the test in the given file.
      • make test EXTRA_ARGS="-v tests/dataframe/test_select.py::test_select_dataframe" runs the given test method.
    • Default integration, benchmark, and hypothesis tests are disabled. Best to run on CI.
  • make doctests runs doctests in daft/ directory. Tests docstrings in Daft APIs.

PR Conventions

  • Titles: Conventional Commits format; enforced by .github/workflows/pr-labeller.yml.
  • Descriptions: follow .github/pull_request_template.md.