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Contributing to jax-cosmo

Everyone is welcome to contribute to this project, and contributions can take many different forms, from helping to answer questions in the issues, to contributing to the code-base by making a Pull Request.

In order to foster an open, inclusive, and welcoming community, all contributors agree to adhere to the jax-cosmo code of conduct.

Contributing code using Pull Requests

Code contributions are most welcome. You can in particular look for GitHub issues marked as contributions welcome or good first issue. But you can also propose adding a new functionality, in which case you may find it beneficial to first open a GitHub issue to discuss the feature you want to implement ahead of opening a Pull Request.

Once you have some code you wish to contribute, you can follow this procedure to prepare a Pull Request:

  • Fork the jax-cosmo repository under your own account, using the Fork button on the top right of the GitHub page.

  • Clone and pip install your fork of the repository like so:

    git clone https://github.com/YOUR_USERNAME/jax_cosmo
cd jax_cosmo
pip install --user -e .[test]

    This will install your local fork in editable mode, meaning you can directly modify source files in this folder without having to reinstall the package for them to be taken into account. It will also install any dependencies needed to run the test suite.

  • Open a branch for your developments:

    git checkout -b name-that-describes-my-feature

  • Add your changes to the code using your favorite editor. You may at any moment test that everything is still working by running the test suite. From the root folder of the repository, run:

    pytest

  • Once you are happy with your modifications, commit them, and push your changes to GitHub:

    git add file_I_changed.py
git commit -m "a message that describes your modifications"
git push -set-upstream origin name-that-describes-my-feature

  • From your GitHub interface, you should now be able to open a Pull Request to the jax-cosmo repository.

Before submitting your PR, have a look at the procedure documented below.

Checklist before opening a Pull Request

  • Pull Requests should be self-contained and limited in scope, otherwise they become too difficult to review. If your modifications are broad, consider opening several smaller Pull Requests.

  • Make sure your fork and branch are up-to-date with the master branch of jax-cosmo. To update your local branch, you may do so from the GitHub interface, or you may use this CLI command:

    # Only needs to be done once:
git remote add upstream http://www.github.com/DifferentiableUniverseInitiative/jax_cosmo
# This will update your local branch
git fetch upstream
git rebase upstream/master

  • Make sure the unit tests still work:

    pytest

    Ideally there should be some new unit tests for the new functionality, unless the work is completely covered by existing unit tests.

  • Make sure your code conforms to the Black style:

    black .

    If you haven't installed it already, you can install Black with pip install black.

  • Update CHANGELOG.md to mention your change.

  • If your changes contain multiple commits, we encourage you to squash them into a single (or very few) commit, before opening the PR. To do so, you can using this command:

git rebase -i

Opening the Pull Request

  • On the GitHub site, go to "Code". Then click the green "Compare and Review" button. Your branch is probably in the "Example Comparisons" list, so click on it. If not, select it for the "compare" branch.

  • Make sure you are comparing your new branch to the upstream main. Press Create Pull Request button.

  • Give a brief title. (We usually leave the branch number as the start of the title.)

  • Explain the major changes you are asking to be code reviewed. Often it is useful to open a second tab in your browser where you can look through the diff yourself to remind yourself of all the changes you have made.

After submitting the pull request

  • Check to make sure that the PR can be merged cleanly. If it can, GitHub will report that "This branch has no conflicts with the base branch." If it doesn't, then you need to merge from master into your branch and resolve any conflicts.

  • Wait a few minutes for the continuous integration tests to be run. Then make sure that the tests reports no errors. If not, click through to the details and try to figure out what is causing the error and fix it.

After code review

  • Once at least 1 and preferably 2 people have reviewed the code, and you have responded to all of their comments, we generally solicit for "any other comments" and give people a few more days before merging.

  • Click the "Merge pull request" button at the bottom of the PR page.

  • Click the "Delete branch" button.

Guidelines for Code Style and Documentation

Code Style

In this project we are following the Black code formatting guideline: Any color you like... This means that all code should be automatically formatted using Black and CI will fail if that's not the case. Luckily it is super easy to ensure that everything is correctly formatted so that you never have to deal with code styling again. Here are the steps to follow:

  • Install black and pre-commit:
$ pip install --user black pre-commit reorder_python_imports
$ pre-commit install

pre-commit will be tasked with automatically running black and reorder_python_imports formatting whenever you commit some code. The import guidelines are documented here.

  • Manually running black formatting:
$ black .

from the root directory.

  • Automatically running black and reorder_python_imports at each commit: You actually have nothing else to do. If pre-commit is installed it will happen automatically for you.

See this blogpost for more info: https://www.mattlayman.com/blog/2018/python-code-black/

Documentation style

jax-cosmo follows the NumPy/SciPy format: https://numpydoc.readthedocs.io/en/latest/format.html