simulates changes #7
Workflow file for this run
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| name: Train Model | |
| on: | |
| pull_request_target: | |
| types: [labeled] | |
| env: | |
| workspace-name: aml-ws-mlops | |
| resource-group: rg-mlops | |
| permissions: | |
| id-token: write | |
| contents: read | |
| jobs: | |
| linting: | |
| name: linting | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Check out repo | |
| uses: actions/checkout@main | |
| - name: Use Python version 3.8 | |
| uses: actions/setup-python@v3 | |
| with: | |
| python-version: '3.8' | |
| - name: Install Flake8 | |
| run: | | |
| python -m pip install flake8 | |
| - name: Run linting tests | |
| run: | | |
| flake8 src/model/ | |
| unit-test: | |
| name: unit-test | |
| runs-on: ubuntu-latest | |
| needs: [linting] | |
| steps: | |
| - name: Check out repo | |
| uses: actions/checkout@main | |
| - name: Use Python version 3.8 | |
| uses: actions/setup-python@v3 | |
| with: | |
| python-version: '3.8' | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| python -m pip install -r requirements.txt | |
| if [ -f requirements.txt ]; then pip install -r requirements.txt; fi | |
| - name: Run unit tests | |
| run: | | |
| pytest tests/test_train.py | |
| train-dev: | |
| name: train-model-dev | |
| runs-on: ubuntu-latest | |
| needs: [unit-test] | |
| environment: | |
| name: dev | |
| steps: | |
| - name: Check out repo | |
| uses: actions/checkout@main | |
| - name: Install az ml extension | |
| run: az extension add -n ml -y | |
| - name: "Az CLI login" | |
| uses: azure/login@v1 | |
| with: | |
| client-id: ${{ secrets.AZURE_CLIENT_ID }} | |
| tenant-id: ${{ secrets.AZURE_TENANT_ID }} | |
| subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }} | |
| - name: Trigger Azure ML job | |
| run: az ml job create --file src/job.yml --workspace-name ${{ env.workspace-name }} --resource-group ${{ env.resource-group }} | |
| train-prod: | |
| name: train-model-prod | |
| runs-on: ubuntu-latest | |
| needs: [train-dev] | |
| environment: | |
| name: prod | |
| steps: | |
| - name: Check out repo | |
| uses: actions/checkout@main | |
| - name: Install az ml extension | |
| run: az extension add -n ml -y | |
| - name: "Az CLI login" | |
| uses: azure/login@v1 | |
| with: | |
| client-id: ${{ secrets.AZURE_CLIENT_ID }} | |
| tenant-id: ${{ secrets.AZURE_TENANT_ID }} | |
| subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }} | |
| - name: Trigger Azure ML job | |
| run: az ml job create --file src/job-prod.yml --workspace-name ${{ env.workspace-name }} --resource-group ${{ env.resource-group }} --stream |