.github/workflows/deployment_advanced.yaml

name: Deploy PyTorch Training with EC2 Runner and Docker Compose with Advanced Deployment

on:
  push:
    branches:
      - master

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: Cache Docker layers
        uses: actions/cache@v3
        with:
          path: /tmp/.buildx-cache
          key: ${{ runner.os }}-docker-${{ github.sha }}
          restore-keys: |
            ${{ runner.os }}-docker-

      - 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=${{ secrets.AWS_REGION }}" >> .env
          echo "::add-mask::${{ secrets.AWS_ACCESS_KEY_ID }}"
          echo "::add-mask::${{ secrets.AWS_SECRET_ACCESS_KEY }}"

      - name: Run Docker Compose for all services
        run: |
          docker-compose build --no-cache
          docker-compose up -d
          docker-compose logs --follow train eval
          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"

      - name: Clean up environment
        run: |
          rm -f .env
          docker system prune -af --volumes

  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 }}

      - name: Validate EC2 termination
        run: |
          aws ec2 describe-instances --instance-ids ${{ needs.start-runner.outputs.ec2-instance-id }} \
          --query "Reservations[].Instances[].State.Name" --output text | grep "terminated" || echo "Runner not terminated."