deploy-online-endpoint-pipeline #69
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| name: deploy-online-endpoint-pipeline | |
| on: | |
| workflow_dispatch: | |
| jobs: | |
| get-config: | |
| uses: Azure/mlops-templates/.github/workflows/read-yaml.yml@main | |
| with: | |
| file_name: config-infra-prod.yml | |
| get-endpoint: | |
| needs: get-config | |
| runs-on: ubuntu-latest | |
| outputs: | |
| check_enpoint: ${{ steps.get-ml-endpoint.outputs.CHECK_ENPOINT }} | |
| name_enpoint: ${{ format('taxi{0}', needs.get-config.outputs.oep) }} | |
| steps: | |
| - name: "Az CLI login" | |
| uses: azure/login@v1 | |
| with: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} | |
| enable-AzPSSession: true | |
| - name: install-extension | |
| run: az extension add -n ml -y | |
| - name: update-extension | |
| run: az extension update -n ml | |
| - id: get-ml-endpoint | |
| name: get-ml-endpoint | |
| run: | | |
| check_endpoint=$(az ml online-endpoint show --n ${{ format('taxi{0}', needs.get-config.outputs.oep) }} -g ${{ needs.get-config.outputs.resource_group }} -w ${{ needs.get-config.outputs.aml_workspace }} --query name | sed -e 's/^"//' -e 's/"$//') | |
| echo "CHECK_ENPOINT=$check_endpoint" >> $GITHUB_OUTPUT | |
| update-endpoint: | |
| if: ${{ needs.get-endpoint.outputs.check_enpoint == needs.get-endpoint.outputs.name_enpoint }} | |
| needs: [get-config, get-endpoint] | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: "Az CLI login" | |
| uses: azure/login@v1 | |
| with: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} | |
| enable-AzPSSession: true | |
| - name: install-extension | |
| run: az extension add -n ml -y | |
| - name: update-extension | |
| run: az extension update -n ml | |
| - id: get-ml-endpoint | |
| name: get-ml-endpoint | |
| run: | | |
| az ml online-endpoint update -n ${{ format('taxi{0}', needs.get-config.outputs.oep) }} --file mlops/azureml/deploy/online/online-endpoint.yml --resource-group ${{ needs.get-config.outputs.resource_group }} --workspace-name ${{ needs.get-config.outputs.aml_workspace }} | |
| create-endpoint: | |
| if: ${{ needs.get-endpoint.outputs.check_enpoint != needs.get-endpoint.outputs.name_enpoint }} | |
| needs: [get-config, get-endpoint] | |
| uses: Azure/mlops-templates/.github/workflows/create-endpoint.yml@main | |
| with: | |
| resource_group: ${{ needs.get-config.outputs.resource_group }} | |
| workspace_name: ${{ needs.get-config.outputs.aml_workspace }} | |
| endpoint_file: mlops/azureml/deploy/online/online-endpoint.yml | |
| endpoint_name: ${{ format('taxi{0}', needs.get-config.outputs.oep) }} | |
| endpoint_type: online | |
| secrets: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} | |
| update-deployment: | |
| if: ${{ needs.get-endpoint.outputs.check_enpoint == needs.get-endpoint.outputs.name_enpoint }} | |
| needs: [get-config, get-endpoint] | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: "Az CLI login" | |
| uses: azure/login@v1 | |
| with: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} | |
| enable-AzPSSession: true | |
| - name: install-extension | |
| run: az extension add -n ml -y | |
| - name: update-extension | |
| run: az extension update -n ml | |
| - id: get-ml-deployment | |
| name: get-ml-deployment | |
| run: | | |
| az ml online-deployment update -n taxi-online-dp --file mlops/azureml/deploy/online/online-endpoint.yml --resource-group ${{ needs.get-config.outputs.resource_group }} --workspace-name ${{ needs.get-config.outputs.aml_workspace }} --endpoint-name ${{ format('taxi{0}', needs.get-config.outputs.oep) }} | |
| create-deployment: | |
| if: ${{ needs.get-endpoint.outputs.check_enpoint != needs.get-endpoint.outputs.name_enpoint }} | |
| needs: [get-config, get-endpoint] | |
| uses: Azure/mlops-templates/.github/workflows/create-deployment.yml@main | |
| with: | |
| resource_group: ${{ needs.get-config.outputs.resource_group }} | |
| workspace_name: ${{ needs.get-config.outputs.aml_workspace }} | |
| endpoint_file: mlops/azureml/deploy/online/online-deployment.yml | |
| endpoint_name: ${{ format('taxi{0}', needs.get-config.outputs.oep) }} | |
| endpoint_type: online | |
| deployment_name: taxi-online-dp | |
| secrets: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} | |
| allocate-traffic: | |
| uses: Azure/mlops-templates/.github/workflows/allocate-traffic.yml@main | |
| needs: [get-config] | |
| with: | |
| resource_group: ${{ needs.get-config.outputs.resource_group }} | |
| workspace_name: ${{ needs.get-config.outputs.aml_workspace }} | |
| traffic_allocation: taxi-online-dp=100 | |
| endpoint_name: ${{ format('taxi{0}', needs.get-config.outputs.oep) }} | |
| secrets: | |
| creds: ${{secrets.AZURE_CREDENTIALS}} |