CI/CD Pipeline #63
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| name: CI/CD Pipeline | |
| on: | |
| push: | |
| branches: [ main] | |
| pull_request: | |
| branches: [ main ] | |
| schedule: | |
| - cron: '0 0 * * *' # Runs every day at midnight | |
| workflow_dispatch: | |
| env: | |
| REGION: us | |
| REPOSITORY_NAME: github-gcp-lab | |
| jobs: | |
| build_test_and_deploy: | |
| runs-on: ubuntu-latest | |
| defaults: | |
| run: | |
| working-directory: Labs/Github_Labs/Lab4/ | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.10' | |
| - name: Cache pip dependencies | |
| uses: actions/cache@v4 | |
| with: | |
| path: ~/.cache/pip | |
| key: ${{ runner.os }}-pip-${{ hashFiles('**/Labs/Github_Labs/Lab4/requirements.txt') }} | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install -r requirements.txt | |
| - name: Run tests | |
| run: pytest test/ | |
| - name: Tests passed message | |
| if: success() | |
| run: echo "All tests passed, proceeding to deployment." | |
| - name: Authenticate with GCP | |
| uses: google-github-actions/auth@v2 | |
| with: | |
| credentials_json: ${{ secrets.GCP_SA_KEY2 }} | |
| - name: Set up Cloud SDK | |
| uses: google-github-actions/setup-gcloud@v1 | |
| - name: Set GCP project ID | |
| run: gcloud config set project ${{ secrets.GCP_PROJECT_ID }} | |
| - name: Configure Docker | |
| run: gcloud auth configure-docker ${{ env.REGION }}-docker.pkg.dev | |
| - name: Train and save model | |
| env: | |
| GCS_BUCKET_NAME: ${{ secrets.GCS_BUCKET_NAME }} | |
| VERSION_FILE_NAME: ${{ secrets.VERSION_FILE_NAME }} | |
| run: | | |
| python src/train_and_save_model.py > output.txt | |
| echo "MODEL_VERSION=$(grep 'MODEL_VERSION_OUTPUT:' output.txt | cut -d' ' -f2)" >> $GITHUB_ENV | |
| - name: Build and Push Docker image | |
| env: | |
| IMAGE_NAME: ${{ env.REGION }}-docker.pkg.dev/${{ secrets.GCP_PROJECT_ID }}/${{ env.REPOSITORY_NAME }}/model-image | |
| run: | | |
| docker build -t ${IMAGE_NAME}:${{ env.MODEL_VERSION }} . | |
| docker push ${IMAGE_NAME}:${{ env.MODEL_VERSION }} | |
| docker tag ${IMAGE_NAME}:${{ env.MODEL_VERSION }} ${IMAGE_NAME}:latest | |
| docker push ${IMAGE_NAME}:latest | |
| - name: Deployment success message | |
| if: success() | |
| run: echo "Model trained, Docker image built and pushed successfully." | |
| - name: Deployment failed notification | |
| if: failure() | |
| run: echo "Deployment failed. Check the logs for details." |