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| name: Deploy PyTorch Training with EC2 Runner and Docker Compose | |
| on: | |
| push: | |
| branches: | |
| - master | |
| workflow_dispatch: | |
| jobs: | |
| start-runner: | |
| name: Start self-hosted EC2 runner | |
| runs-on: ubuntu-latest | |
| outputs: | |
| label: ${{ steps.start-ec2-runner.outputs.label }} | |
| ec2-instance-id: ${{ steps.start-ec2-runner.outputs.ec2-instance-id }} | |
| steps: | |
| - name: Configure AWS credentials | |
| uses: aws-actions/configure-aws-credentials@v4 | |
| with: | |
| aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws-region: ${{ secrets.AWS_REGION }} | |
| - name: Start EC2 runner | |
| id: start-ec2-runner | |
| uses: machulav/ec2-github-runner@v2 | |
| with: | |
| mode: start | |
| github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }} | |
| ec2-image-id: ami-044b0717aadbc9dfa | |
| ec2-instance-type: t2.xlarge | |
| subnet-id: subnet-024811dee81325f1c | |
| security-group-id: sg-0646c2a337a355a31 | |
| deploy: | |
| name: Deploy PyTorch Training Pipeline | |
| needs: start-runner | |
| runs-on: ${{ needs.start-runner.outputs.label }} | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v4 | |
| - name: Set up Docker Buildx | |
| uses: docker/setup-buildx-action@v3 | |
| - name: Configure AWS credentials | |
| uses: aws-actions/configure-aws-credentials@v4 | |
| with: | |
| aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws-region: ${{ secrets.AWS_REGION }} | |
| - name: Log in to Amazon ECR | |
| id: login-ecr | |
| uses: aws-actions/amazon-ecr-login@v2 | |
| - name: Create .env file | |
| run: | | |
| echo "AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }}" >> .env | |
| echo "AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }}" >> .env | |
| echo "AWS_REGION=${{ secrets.AWS_REGION }}" >> .env | |
| - name: Run Docker Compose for train and eval service | |
| run: | | |
| docker-compose stop | |
| docker-compose up --build | |
| docker-compose logs --follow | |
| docker-compose down --remove-orphans | |
| - name: Build, tag, and push Docker image to Amazon ECR | |
| env: | |
| REGISTRY: ${{ steps.login-ecr.outputs.registry }} | |
| REPOSITORY: soutrik71/mnist | |
| IMAGE_TAG: ${{ github.sha }} | |
| run: | | |
| docker build -t $REGISTRY/$REPOSITORY:$IMAGE_TAG . | |
| docker push $REGISTRY/$REPOSITORY:$IMAGE_TAG | |
| docker tag $REGISTRY/$REPOSITORY:$IMAGE_TAG $REGISTRY/$REPOSITORY:latest | |
| docker push $REGISTRY/$REPOSITORY:latest | |
| - name: Pull Docker image from ECR and verify | |
| env: | |
| REGISTRY: ${{ steps.login-ecr.outputs.registry }} | |
| REPOSITORY: soutrik71/mnist | |
| IMAGE_TAG: ${{ github.sha }} | |
| run: | | |
| docker pull $REGISTRY/$REPOSITORY:$IMAGE_TAG | |
| docker images | grep "$REGISTRY/$REPOSITORY" | |
| stop-runner: | |
| name: Stop self-hosted EC2 runner | |
| needs: | |
| - start-runner | |
| - deploy | |
| runs-on: ubuntu-latest | |
| if: ${{ always() }} | |
| steps: | |
| - name: Configure AWS credentials | |
| uses: aws-actions/configure-aws-credentials@v4 | |
| with: | |
| aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws-region: ${{ secrets.AWS_REGION }} | |
| - name: Stop EC2 runner | |
| uses: machulav/ec2-github-runner@v2 | |
| with: | |
| mode: stop | |
| github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }} | |
| label: ${{ needs.start-runner.outputs.label }} | |
| ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }} | |