CML-EC2-Runner #17
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| name: CML-EC2-Runner | |
| on: | |
| workflow_dispatch: | |
| jobs: | |
| launch-runner: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - uses: iterative/setup-cml@v1 | |
| - name: Deploy runner on AWS EC2 | |
| env: | |
| REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| run: | | |
| cml runner launch \ | |
| --cloud=aws \ | |
| --name=session-08 \ | |
| --cloud-region=ap-south-1 \ | |
| --cloud-type=g4dn.xlarge \ | |
| --cloud-hdd-size=64 \ | |
| --cloud-spot \ | |
| --single \ | |
| --labels=cml-gpu \ | |
| --idle-timeout=100 | |
| train-and-report: | |
| runs-on: [self-hosted, cml-gpu] | |
| needs: launch-runner | |
| timeout-minutes: 20 | |
| container: | |
| image: docker://iterativeai/cml:0-dvc2-base1-gpu | |
| options: --gpus all | |
| # runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v4 | |
| with: | |
| ref: ${{ github.event.pull_request.head.sha }} | |
| - name: Authenticate with AWS ECR | |
| 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: Install Docker | |
| run: | | |
| curl -fsSL https://get.docker.com -o get-docker.sh | |
| sh get-docker.sh | |
| - name: Login to Amazon ECR | |
| id: login-ecr | |
| uses: aws-actions/amazon-ecr-login@v1 | |
| - name: Pull Docker image from ECR | |
| run: | | |
| docker pull ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest | |
| - name: Run DVC commands in container | |
| run: | | |
| docker run --rm --gpus all \ | |
| -e AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }} \ | |
| -e AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }} \ | |
| -v "$(pwd):/workspace" \ | |
| ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest \ | |
| /bin/bash -c " | |
| cd /workspace && \ | |
| dvc pull -r myremote && \ | |
| dvc repro train | |
| " | |
| - name: Clean previous images and containers | |
| run: | | |
| docker system prune -f | |