Action executed by mionaD-upc - Backend CI/CD #18
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name: Backend model CI/CD | |
run-name: Action executed by ${{ github.actor }} - Backend CI/CD | |
on: | |
push: | |
branches: | |
- main | |
pull_request: | |
branches: | |
- main | |
jobs: | |
ci_build_and_test: | |
runs-on: ubuntu-latest | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v4 | |
- name: Environment setup # Set up with a specific version of Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: 3.8 | |
cache: pip | |
- name: Cache # Cache dependencies | |
uses: actions/cache@v3 | |
with: | |
path: ~/.cache/pip | |
key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt') }} | |
restore-keys: ${{ runner.os }}-pip- | |
- name: Create .env file | |
run: | | |
echo "MLFLOW_TRACKING_URI=${{ secrets.MLFLOW_TRACKING_URI }}" >> .env | |
echo "MLFLOW_TRACKING_USERNAME=${{ secrets.MLFLOW_TRACKING_USERNAME }}" >> .env | |
echo "MLFLOW_TRACKING_PASSWORD=${{ secrets.MLFLOW_TRACKING_PASSWORD }}" >> .env | |
- name: Install packages # Install dependencies needed for tests (not for whole project) | |
run: pip install pytest mlflow python-dotenv fastapi httpx torch torchvision pydantic python-multipart dvc | |
- name: Pull model | |
run: | | |
dvc remote modify origin --local auth basic | |
dvc remote modify origin --local user ${{ secrets.DAGSHUB_USERNAME }} | |
dvc remote modify origin --local password ${{ secrets.DAGSHUB_TOKEN }} | |
dvc pull -r origin models/trained_model.pt | |
- name: Run tests | |
run: | | |
pytest tests/test_mlflow.py | |
pytest tests/test_train_model.py | |
pytest tests/test_api.py | |
continue-on-error: false | |
cd_push_to_dockerhub: | |
needs: ci_build_and_test | |
runs-on: ubuntu-latest | |
if: success() | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v4 | |
- name: Environment setup # Set up with a specific version of Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: 3.8 | |
cache: pip | |
- name: Cache # Cache dependencies | |
uses: actions/cache@v3 | |
with: | |
path: ~/.cache/pip | |
key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt') }} | |
restore-keys: ${{ runner.os }}-pip- | |
- name: Install packages # Install dependencies | |
run: pip install dvc docker | |
- name: Pull model | |
run: | | |
dvc remote modify origin --local auth basic | |
dvc remote modify origin --local user ${{ secrets.DAGSHUB_USERNAME }} | |
dvc remote modify origin --local password ${{ secrets.DAGSHUB_TOKEN }} | |
dvc pull -r origin models/trained_model.pt | |
- name: Docker login | |
run: docker login -u ${{ secrets.DOCKER_USER }} -p ${{ secrets.DOCKER_PASSWORD }} | |
- name: Build | |
run: docker build -f Dockerfile-backend.txt . -t app-beans-backend-github-actions | |
- name: Tags | |
run: | | |
docker tag app-beans-backend-github-actions ${{ secrets.DOCKER_USER }}/app-beans-backend-github-actions:${{ github.sha }} | |
docker tag app-beans-backend-github-actions ${{ secrets.DOCKER_USER }}/app-beans-backend-github-actions:latest | |
- name: Push | |
run: | | |
docker push ${{ secrets.DOCKER_USER }}/app-beans-backend-github-actions:${{ github.sha }} | |
docker push ${{ secrets.DOCKER_USER }}/app-beans-backend-github-actions:latest |