UPDATED CICD yaml file for CML with AWS run #78
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| ####### uncomment below lines to use CML without AWS credentials | |
| ####### add ci-cd steps here | |
| # name: train-NLP-ML-usecase | |
| # on: [push] | |
| # jobs: | |
| # run: | |
| # runs-on: [ubuntu-latest] | |
| # steps: | |
| # - uses: actions/checkout@v2 | |
| # - uses: iterative/setup-cml@v1 | |
| # - uses: actions/setup-python@v2 | |
| # with: | |
| # python-version: '3.7' | |
| # - name: Update Node.js to v16 | |
| # run: sudo apt-get install -y nodejs npm | |
| # - name: cml_run & Install Dependencies and Reproduce DVC | |
| # run: | | |
| # # Your ML workflow commands | |
| # pip install --upgrade pip | |
| # pip install -r requirements.txt | |
| # dvc repro --force -v ## v >>> verbose | |
| # echo "# REPORTS" >> report.md | |
| # echo "## metrics" >> report.md | |
| # cat scores.json >> report.md | |
| # - name: Comment on Last Commit | |
| # run: cml comment create report.md ## >> CML COMMAND USE TO COMMENT ON LAST COMMIT | |
| # env: | |
| # repo_token: ${{secrets.GITHUB_TOKEN}} | |
| ###uncomment below lines to use CML with AWS credentials | |
| name: train-NLP-ML-usecase | |
| on: [push] | |
| jobs: | |
| deploy-runner: | |
| runs-on: [ubuntu-latest] | |
| steps: | |
| - uses: iterative/setup-cml@v1 | |
| - uses: actions/checkout@v2 | |
| - name: 'Deploy runner in EC2' | |
| shell: bash | |
| 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 \ | |
| --cloud aws \ | |
| --cloud-region us-west \ | |
| --cloud-type=m \ | |
| --labels=cml-runner | |
| model-training: | |
| needs: deploy-runner | |
| runs-on: [self-hosted, cml-runner] | |
| container: docker://iterativeai/cml:0-dvc2-base1 | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - name: "Train my model" | |
| env: | |
| repo_token: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
| run: | | |
| # Your ML workflow commands | |
| pip install --upgrade pip | |
| pip install -r requirements.txt | |
| dvc repro -v ## v >>> verbose | |
| echo "# REPORTS" >> report.md | |
| echo "## metrics" >> report.md | |
| cat scores.json >> report.md | |
| cml comment create report.md # >> CML COMMAND USE TO COMMENT ON LAST COMMIT | |