Continuous Integration Tutorial with Github Actions

Setup:

git clone https://github.com/ranadeepsingh/CI_Tutorial.git

python -m pip install -r requirements.txt

Run PyTest:

main.py - It has the code that needs to be tested
test_main.py - has the tests for the code

coverage run -m pytest | tee reports/unittest_report.txt
coverage report -m | tee reports/coverage_report.txt
coverage html

Model Training and Evaluation

python main.py | tee reports/model_train_report.txt

python offline_eval.py | tee reports/offline_evaluation_report.txt

Continuous Integration with Github Actions

See the .github/workflows Any yml file there is an automated testing workflow. Output can be seen in Repository's "Actions" Tab

Files:

• push_ci.yml - Runs PyTest and integration test on every push and pull request
• test_model.yml - Run model trainign and evaluation every n hours or days as specified by Cron job. See Cron time format here.