Feature/feature x (#2) #2
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| name: CI Pipeline | |
| permissions: | |
| contents: read | |
| actions: write | |
| on: | |
| push: | |
| branches: | |
| - develop | |
| jobs: | |
| unit-testing: | |
| if: ${{ github.repository != 'Azure/llmops-project-template' }} | |
| runs-on: ubuntu-latest | |
| environment: dev | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: 3.11 | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install pytest | |
| pip install -r requirements.txt | |
| - name: Test with pytest | |
| env: | |
| PYTHONPATH: src | |
| PYTHONWARNINGS: ignore::DeprecationWarning,ignore::RemovedInMarshmallow4Warning | |
| run: pytest tests/ --doctest-modules --junitxml=junit/test-results-3.11.xml | |
| - name: Upload pytest test results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: pytest-results-3.11 | |
| path: junit/test-results-3.11.xml | |
| if: always() | |
| code-standard-check: | |
| runs-on: ubuntu-latest | |
| environment: dev | |
| steps: | |
| - name: Check code standards | |
| run: | | |
| echo "Run Pylint" | |
| setup-env-job: | |
| if: ${{ github.repository != 'Azure/llmops-project-template' }} | |
| needs: [unit-testing, code-standard-check] | |
| runs-on: ubuntu-latest | |
| environment: dev | |
| outputs: | |
| AZUREAI_PROJECT_NAME: ${{ steps.config-env.outputs.AZUREAI_PROJECT_NAME }} | |
| AZURE_APP_SERVICE_NAME: ${{ steps.config-env.outputs.AZURE_APP_SERVICE_NAME }} | |
| AZURE_APP_SERVICE_PLAN_NAME: ${{ steps.config-env.outputs.AZURE_APP_SERVICE_PLAN_NAME }} | |
| AZURE_CONTAINER_REGISTRY_NAME: ${{ steps.config-env.outputs.AZURE_CONTAINER_REGISTRY_NAME }} | |
| AZURE_CONTAINER_REPOSITORY_NAME: ${{ steps.config-env.outputs.AZURE_CONTAINER_REPOSITORY_NAME }} | |
| AZURE_LOCATION: ${{ steps.config-env.outputs.AZURE_LOCATION }} | |
| AZURE_OPENAI_API_VERSION: ${{ steps.config-env.outputs.AZURE_OPENAI_API_VERSION }} | |
| AZURE_OPENAI_CHAT_DEPLOYMENT: ${{ steps.config-env.outputs.AZURE_OPENAI_CHAT_DEPLOYMENT }} | |
| AZURE_OPENAI_EMBEDDING_DEPLOYMENT: ${{ steps.config-env.outputs.AZURE_OPENAI_EMBEDDING_DEPLOYMENT }} | |
| AZURE_OPENAI_EMBEDDING_MODEL: ${{ steps.config-env.outputs.AZURE_OPENAI_EMBEDDING_MODEL }} | |
| AZURE_OPENAI_ENDPOINT: ${{ steps.config-env.outputs.AZURE_OPENAI_ENDPOINT }} | |
| AZURE_OPENAI_NAME: ${{ steps.config-env.outputs.AZURE_OPENAI_NAME }} | |
| AZURE_RESOURCE_GROUP: ${{ steps.config-env.outputs.AZURE_RESOURCE_GROUP }} | |
| AZUREAI_RESOURCE_GROUP: ${{ steps.config-env.outputs.AZURE_RESOURCE_GROUP }} | |
| AZURE_SEARCH_ENDPOINT: ${{ steps.config-env.outputs.AZURE_SEARCH_ENDPOINT }} | |
| LOAD_AZURE_SEARCH_SAMPLE_DATA: ${{ steps.config-env.outputs.LOAD_AZURE_SEARCH_SAMPLE_DATA }} | |
| AZURE_SEARCH_NAME: ${{ steps.config-env.outputs.AZURE_SEARCH_NAME }} | |
| AZURE_SUBSCRIPTION_ID: ${{ steps.config-env.outputs.AZURE_SUBSCRIPTION_ID }} | |
| PROMPTFLOW_SERVING_ENGINE: ${{ steps.config-env.outputs.PROMPTFLOW_SERVING_ENGINE }} | |
| PROMPTFLOW_WORKER_NUM: ${{ steps.config-env.outputs.PROMPTFLOW_WORKER_NUM }} | |
| AZURE_PRINCIPAL_ID: ${{ steps.config-env.outputs.AZURE_PRINCIPAL_ID }} | |
| AZURE_STORAGE_ACCOUNT_NAME: ${{ steps.config-env.outputs.AZURE_STORAGE_ACCOUNT_NAME }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Config dev environment | |
| uses: ./.github/actions/config-env | |
| id: config-env | |
| with: | |
| AZURE_CREDENTIALS: ${{ secrets.AZURE_CREDENTIALS }} | |
| AZURE_ENV_NAME: ${{ vars.AZURE_ENV_NAME }} | |
| AZURE_SUBSCRIPTION_ID: ${{ vars.AZURE_SUBSCRIPTION_ID }} | |
| AZURE_LOCATION: ${{ vars.AZURE_LOCATION }} | |
| MANUAL_PROVISIONING: ${{ vars.MANUAL_PROVISIONING }} | |
| AZURE_DEPLOY_APP_SERVICE: false | |
| env: | |
| AZUREAI_PROJECT_NAME: ${{ vars.AZUREAI_PROJECT_NAME }} | |
| AZURE_APP_SERVICE_NAME: ${{ vars.AZURE_APP_SERVICE_NAME }} | |
| AZURE_APP_SERVICE_PLAN_NAME: ${{ vars.AZURE_APP_SERVICE_PLAN_NAME }} | |
| AZURE_CONTAINER_REGISTRY_NAME: ${{ vars.AZURE_CONTAINER_REGISTRY_NAME }} | |
| AZURE_CONTAINER_REPOSITORY_NAME: ${{ vars.AZURE_CONTAINER_REPOSITORY_NAME }} | |
| AZURE_OPENAI_API_VERSION: ${{ vars.AZURE_OPENAI_API_VERSION }} | |
| AZURE_OPENAI_CHAT_DEPLOYMENT: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT }} | |
| AZURE_OPENAI_EMBEDDING_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EMBEDDING_DEPLOYMENT }} | |
| AZURE_OPENAI_EMBEDDING_MODEL: ${{ vars.AZURE_OPENAI_EMBEDDING_MODEL }} | |
| AZURE_OPENAI_ENDPOINT: ${{ vars.AZURE_OPENAI_ENDPOINT }} | |
| AZURE_OPENAI_NAME: ${{ vars.AZURE_OPENAI_NAME }} | |
| AZURE_RESOURCE_GROUP: ${{ vars.AZURE_RESOURCE_GROUP }} | |
| AZUREAI_RESOURCE_GROUP: ${{ vars.AZURE_RESOURCE_GROUP }} | |
| AZURE_SEARCH_ENDPOINT: ${{ vars.AZURE_SEARCH_ENDPOINT }} | |
| LOAD_AZURE_SEARCH_SAMPLE_DATA: "false" # It's already populated during PR | |
| AZURE_SEARCH_NAME: ${{ vars.AZURE_SEARCH_NAME }} | |
| PROMPTFLOW_SERVING_ENGINE: ${{ vars.PROMPTFLOW_SERVING_ENGINE }} | |
| PROMPTFLOW_WORKER_NUM: ${{ vars.PROMPTFLOW_WORKER_NUM }} | |
| AZURE_PRINCIPAL_ID: ${{ vars.AZURE_PRINCIPAL_ID }} | |
| AZUREAI_HUB_NAME: ${{ vars.AZUREAI_HUB_NAME }} | |
| AZURE_APP_INSIGHTS_NAME: ${{ vars.AZURE_APP_INSIGHTS_NAME }} | |
| AZURE_KEY_VAULT_NAME: ${{ vars.AZURE_KEY_VAULT_NAME }} | |
| AZURE_LOG_ANALYTICS_NAME: ${{ vars.AZURE_LOG_ANALYTICS_NAME }} | |
| AZURE_STORAGE_ACCOUNT_NAME: ${{ vars.AZURE_STORAGE_ACCOUNT_NAME }} | |
| flow-evaluation: | |
| needs: [setup-env-job, unit-testing, code-standard-check] | |
| runs-on: ubuntu-latest | |
| environment: dev | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Setup Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: 3.11 | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install -r requirements.txt | |
| - name: Login to Azure CLI | |
| uses: azure/login@v2 | |
| with: | |
| creds: ${{ secrets.AZURE_CREDENTIALS }} | |
| - name: AI-Based QA evaluation | |
| env: | |
| AZURE_SUBSCRIPTION_ID: ${{needs.setup-env-job.outputs.AZURE_SUBSCRIPTION_ID}} | |
| AZURE_LOCATION: ${{needs.setup-env-job.outputs.AZURE_LOCATION}} | |
| AZURE_RESOURCE_GROUP: ${{needs.setup-env-job.outputs.AZURE_RESOURCE_GROUP}} | |
| AZURE_OPENAI_NAME: ${{needs.setup-env-job.outputs.AZURE_OPENAI_NAME}} | |
| AZURE_OPENAI_ENDPOINT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_ENDPOINT}} | |
| AZURE_SEARCH_ENDPOINT: ${{needs.setup-env-job.outputs.AZURE_SEARCH_ENDPOINT}} | |
| AZURE_OPENAI_EMBEDDING_DEPLOYMENT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_EMBEDDING_DEPLOYMENT}} | |
| AZURE_OPENAI_CHAT_DEPLOYMENT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_CHAT_DEPLOYMENT}} | |
| AZURE_OPENAI_DEPLOYMENT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_CHAT_DEPLOYMENT}} | |
| AZURE_OPENAI_EMBEDDING_MODEL: ${{needs.setup-env-job.outputs.AZURE_OPENAI_EMBEDDING_MODEL}} | |
| AZURE_OPENAI_API_VERSION: ${{needs.setup-env-job.outputs.AZURE_OPENAI_API_VERSION}} | |
| AZUREAI_PROJECT_NAME: ${{needs.setup-env-job.outputs.AZUREAI_PROJECT_NAME}} | |
| PREFIX: ${{ github.sha }} | |
| run: | | |
| echo "Run AI-Based flow evaluation" | |
| echo "AZURE_RESOURCE_GROUP=${AZURE_RESOURCE_GROUP}" | |
| echo "AZURE_OPENAI_NAME=${AZURE_OPENAI_NAME}" | |
| export AZURE_OPENAI_API_KEY=$(az cognitiveservices account keys list --resource-group ${AZURE_RESOURCE_GROUP} --name ${AZURE_OPENAI_NAME} --query "key1" --output tsv) | |
| python evaluations/qa_quality_eval.py | |
| shell: bash | |
| - name: Upload evaluation results | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: flow-eval-results | |
| path: qa_flow_quality_eval.json | |
| build-image: | |
| runs-on: ubuntu-latest | |
| needs: [setup-env-job, unit-testing, code-standard-check, flow-evaluation] | |
| environment: dev | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Setup Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: 3.8 | |
| - name: Install Promptflow CLI | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install promptflow --upgrade | |
| pf --version | |
| - name: Install required dependencies | |
| run: | | |
| pip cache purge | |
| pip install --upgrade pip setuptools | |
| pip install -r src/requirements.txt | |
| - name: Create flow docker files | |
| run: | | |
| # reference: https://github.com/microsoft/promptflow/tree/main/examples/tutorials/flow-deploy/azure-app-service | |
| pf flow build --source src --output dist --format docker | |
| - name: Upload build artifacts | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: build-artifacts | |
| path: dist/ | |
| - name: Login to Azure CLI | |
| uses: azure/login@v2 | |
| with: | |
| creds: ${{ secrets.AZURE_CREDENTIALS }} | |
| - name: Build Image | |
| env: | |
| AZURE_CONTAINER_REPOSITORY_NAME: ${{needs.setup-env-job.outputs.AZURE_CONTAINER_REPOSITORY_NAME}} | |
| run: | | |
| echo "✅ Building docker image..." | |
| path=dist | |
| image_tag=$AZURE_CONTAINER_REPOSITORY_NAME:develop-${{ github.sha }} | |
| echo "Change working directory to $path" | |
| cd "$path" | |
| docker build -t "$image_tag" . | |
| - name: Run Container | |
| env: | |
| AZURE_SUBSCRIPTION_ID: ${{needs.setup-env-job.outputs.AZURE_SUBSCRIPTION_ID}} | |
| AZURE_LOCATION: ${{needs.setup-env-job.outputs.AZURE_LOCATION}} | |
| AZURE_RESOURCE_GROUP: ${{needs.setup-env-job.outputs.AZURE_RESOURCE_GROUP}} | |
| AZUREAI_RESOURCE_GROUP: ${{needs.setup-env-job.outputs.AZURE_RESOURCE_GROUP}} | |
| AZURE_SEARCH_ENDPOINT: ${{needs.setup-env-job.outputs.AZURE_SEARCH_ENDPOINT}} | |
| AZURE_OPENAI_CHAT_DEPLOYMENT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_CHAT_DEPLOYMENT}} | |
| AZURE_OPENAI_EMBEDDING_DEPLOYMENT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_EMBEDDING_DEPLOYMENT}} | |
| AZURE_OPENAI_EMBEDDING_MODEL: ${{needs.setup-env-job.outputs.AZURE_OPENAI_EMBEDDING_MODEL}} | |
| AZURE_OPENAI_API_VERSION: ${{needs.setup-env-job.outputs.AZURE_OPENAI_API_VERSION}} | |
| AZURE_OPENAI_ENDPOINT: ${{needs.setup-env-job.outputs.AZURE_OPENAI_ENDPOINT}} | |
| PROMPTFLOW_WORKER_NUM: ${{needs.setup-env-job.outputs.PROMPTFLOW_WORKER_NUM}} | |
| PROMPTFLOW_SERVING_ENGINE: ${{needs.setup-env-job.outputs.PROMPTFLOW_SERVING_ENGINE}} | |
| AZURE_CONTAINER_REPOSITORY_NAME: ${{needs.setup-env-job.outputs.AZURE_CONTAINER_REPOSITORY_NAME}} | |
| run: | | |
| echo "✅ Run image..." | |
| image_tag=$AZURE_CONTAINER_REPOSITORY_NAME:develop-${{ github.sha }} | |
| docker run -d -p 8080:8080 -e PROMPTFLOW_SERVING_ENGINE=$PROMPTFLOW_SERVING_ENGINE -e PROMPTFLOW_WORKER_NUM=$PROMPTFLOW_WORKER_NUM $image_tag | |
| - name: Register Image | |
| env: | |
| AZURE_CONTAINER_REGISTRY_NAME: ${{needs.setup-env-job.outputs.AZURE_CONTAINER_REGISTRY_NAME}} | |
| AZURE_CONTAINER_REPOSITORY_NAME: ${{needs.setup-env-job.outputs.AZURE_CONTAINER_REPOSITORY_NAME}} | |
| run: | | |
| image_tag=$AZURE_CONTAINER_REPOSITORY_NAME:develop-${{ github.sha }} | |
| full_registry_name="$AZURE_CONTAINER_REGISTRY_NAME.azurecr.io" | |
| echo "✅ Trying to login to $full_registry_name..." | |
| az acr login -n "$full_registry_name" | |
| acr_image_tag=$full_registry_name/$image_tag | |
| echo "✅ ACR image tag: $acr_image_tag" | |
| docker tag "$image_tag" "$acr_image_tag" | |
| echo "✅ Start pushing image...$acr_image_tag" | |
| docker push "$acr_image_tag" |