Github Action to register an Azure Machine Learning Model in a workspace.
Features:
- Register a model in an Azure Machine Learning workspace
- Checks if the model already exists in the workspace
- Checks if the resource group and workspace exist
For other Azure Machine Learning actions check out:
- create-azure-machine-learning-online-endpoint
- create-azure-machine-learning-online-deployment
- move-azure-machine-learning-model-to-registry
- register-azure-machine-learning-model-to-workspace
- Authenticate using Azure Login
jobs: deploy: runs-on: ubuntu-latest steps: - uses: actions/checkout@v2.3.2 - uses: Azure/login@v1 with: creds: ${{ secrets.AZURE_CREDENTIALS }} - name: Register model in Azure Machine Learning workspace uses: coding-kitties/register-azure-machine-learning-model-to-workspace@v0.1.1 with: model_name: '<model-name>' model_version: '<model-version>' resource_group: '<resource-group>' workspace_name: '<workspace-name>' model_path: '<path-to-model>'This example demonstrates an Azure Machine Learning Deployment with blue/green deployments for different environments. We use various Github Actions to create a complete workflow.
name: Release Azure Machine Learning Model on: push: branches: - main jobs: deploy: runs-on: ubuntu-latest env: MODEL_NAME: '<model-name>' MODEL_VERSION: '<model-version>' RESOURCE_GROUP: '<resource-group>' WORKSPACE_NAME: '<workspace-name>' ENDPOINT_NAME: '<endpoint-name>' MODEL_PATH: '<path-to-model>' steps: - name: Checkout repository uses: actions/checkout@v2 - name: Azure CLI login uses: Azure/login@v2.2.0 with: creds: ${{ secrets.AZURE_CREDENTIALS }} # Register model in Azure Machine Learning workspace - name: Register model in Azure Machine Learning workspace uses: coding-kitties/register-azure-machine-learning-model-to-workspace@v0.1.1 with: model_name: ${{ env.MODEL_NAME }} model_version: ${{ env.MODEL_VERSION }} resource_group: ${{ env.RESOURCE_GROUP }} workspace_name: ${{ env.WORKSPACE_NAME }} model_path: ${{ env.MODEL_PATH }} # Create Azure Machine Learning Online Endpoint - name: Create AML Online Endpoint uses: coding-kitties/create-aml-online-endpoint@v0.3.1 with: endpoint_name: ${{ env.ENDPOINT_NAME }} resource_group: ${{ env.RESOURCE_GROUP }} workspace_name: ${{ env.WORKSPACE_NAME }}