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Runs a thing that analyzes experiments

Project description

CircleCI

jetstream

Automated experiment analysis.

Jetstream automatically calculates metrics and applies statistical treatments to collected experiment data for different analysis windows.

For more information, see the documentation.

Local installation

# Create and activate a python virtual environment.
python3 -m venv venv/
source venv/bin/activate
# --no-deps to workaround https://github.com/pypa/pip/issues/9644
pip install --no-deps -r requirements.txt
pip install -e .

Running tests

  • Install tox (included in requirements.txt)

  • Run tox from wherever you cloned this repository. (You don't need to install jetstream first.)

    • To run integration tests, run tox -e py310-integration.

Linting

ruff check jetstream

ruff can also fix lint issues:

  • ruff format jetstream

Dependencies

Jetstream uses pip-tools to manage dependencies, along with a script that runs the pip-tools commands. There are two requirements files auto-generated by script/update_deps:

  • requirements.in: Listing of dependencies and versions generated from the dependencies list in pyproject.toml.
  • requirements.txt: Auto-generated by pip-tools (pip-compile) from the requirements.in file. Also contains the hashes of each package for verification by pip during installation, and comments showing lineage for each dependency.

Add a new dependency

  1. Add to pyproject.toml list of dependencies.
  2. Generate new requirements files with ./script/update_deps
  3. Install with python -m pip install -r requirements.txt

Update all dependencies

./script/update_deps

Be sure to run pip install --no-deps -r requirements.txt and reinstall jetstream (pip install -e .) afterwards, and test functionality!

Update a single dependency

  1. Prefer to update all dependencies (see above)!

  2. Edit requirements.in

  • mypy==1.8.0 --> mypy==1.9.0
  1. Regenerate requirements.txt
  • pip-compile --generate-hashes -o requirements.txt requirements.in
    • (Note: this is the last line of script/update_deps)
  1. Install dependencies
  • pip install --no-deps -r requirements.txt
  • pip install -e .
  1. Test!

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