deploy-online-endpoint-pipeline #68
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: 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 --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] | |
| name: create-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}} | |
| # # TODO: Update if exists else create | |
| # create-deployment: | |
| # uses: Azure/mlops-templates/.github/workflows/create-deployment.yml@main | |
| # needs: [get-config] | |
| # 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}} |