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Contributing Guide

Contributions are welcome, and greatly appreciated! This page is only a guide of the best practices of contributing code to AutoKeras. The best way to contribute is to join our community by reading this. We will get you started right away.

Follow the tag of good first issue for the issues for beginner.

Pull Request Guide

  1. Is this the first pull request that you're making with GitHub? If so, read the guide Making a pull request to an open-source project.

  2. Include "resolves #issue_number" in the description of the pull request if applicable. Briefly describe your contribution.

  3. Submit the pull request from the first day of your development and create it as a draft pull request. Click ready for review when finished and passed the all the checks.

  4. For the case of bug fixes, add new test cases which would fail before your bug fix.

Setup Environment

We introduce 3 different options: GitHub Codespaces, VS Code & Remote-Containers, the general setup. You can choose base on your preference.

Option 1: GitHub Codespaces

You can simply open the repository in GitHub Codespaces. The environment is already setup there.

Option 2: VS Code & Remote-Containers

Open VS Code. Install the Remote-Containers extension. Press F1 key. Enter Remote-Containers: Open Folder in Container to open the repository root folder. The environment is already setup there.

Option 3: The General Setup

Install Virtualenvwrapper. Create a new virtualenv named ak based on python3.

mkvirtualenv -p python3 ak 
Please use this virtualenv for development.

Clone the repo. Go to the repo directory. Run the following commands.

workon ak

pip install -e ".[tests]"
pip uninstall autokeras
add2virtualenv .

Run Tests

GitHub Codespaces or VS Code & Remote-Containers

If you are using "GitHub Codespaces" or "VS Code & Remote-Containers", you can simply open any *_test.py file under the tests directory, and wait a few seconds, you will see the test tab on the left of the window.

General Setup

If you are using the general setup.

Activate the virtualenv. Go to the repo directory Run the following lines to run the tests.

Run all the tests.

pytest tests

Run all the unit tests.

pytest tests/autokeras

Run all the integration tests.

pytest tests/integration_tests

Code Style

You can run the following manually every time you want to format your code. 1. Run shell/format.sh to format your code. 2. Run shell/lint.sh to check.

Docstrings

Docstrings should follow our style. Just check the style of other docstrings in AutoKeras.