Action executed by ilChapo - Backend CI/CD #19
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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 |