CML-EC2-Runner #5
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 \ | |
| --cloud-region=ap-south-1 \ | |
| --cloud-type=g4dn.xlarge \ | |
| --cloud-hdd-size=64 \ | |
| --cloud-spot \ | |
| --single \ | |
| --labels=cml-gpu | |
| train-and-report: | |
| runs-on: [self-hosted, cml-gpu] | |
| needs: launch-runner | |
| timeout-minutes: 50400 # 35 days | |
| container: | |
| image: docker://iterativeai/cml:0-dvc2-base1-gpu | |
| options: --gpus all | |
| steps: | |
| - uses: actions/checkout@v3 | |
| with: | |
| ref: ${{ github.event.pull_request.head.sha }} | |
| - name: Authenticate with AWS ECR | |
| env: | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| run: | | |
| aws configure set aws_access_key_id $AWS_ACCESS_KEY_ID | |
| aws configure set aws_secret_access_key $AWS_SECRET_ACCESS_KEY | |
| aws configure set default.region ap-south-1 | |
| # Authenticate Docker to your ECR | |
| aws ecr get-login-password --region ap-south-1 | docker login --username AWS --password-stdin 306093656765.dkr.ecr.ap-south-1.amazonaws.com/emlo4-session-08/aws-connect:latest | |
| - name: Pull Docker image from ECR | |
| run: | | |
| docker pull 306093656765.dkr.ecr.ap-south-1.amazonaws.com/emlo4-session-08/aws-connect:latest | |
| - name: Run DVC commands in container | |
| env: | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| run: | | |
| docker run --rm --gpus all \ | |
| -e AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }} \ | |
| -e AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }} \ | |
| -v "$(pwd):/workspace" \ | |
| 306093656765.dkr.ecr.ap-south-1.amazonaws.com/emlo4-session-08/aws-connect:latest \ | |
| /bin/bash -c " | |
| cd /workspace && \ | |
| dvc pull -r myremote && \ | |
| dvc repro train | |
| " |