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