register-azure-machine-learning-model-to-workspace

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

Dependencies on other Github Actions

• Authenticate using Azure Login

🚀 Usage

1. Add to Your Workflow

jobs:
  deploy:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/[email protected]

      - uses: Azure/login@v1
        with:
          creds: ${{ secrets.AZURE_CREDENTIALS }}

      - name: Register model in Azure Machine Learning workspace
        uses: coding-kitties/[email protected]
        with:
          model_name: '<model-name>'
          model_version: '<model-version>'
          resource_group: '<resource-group>'
          workspace_name: '<workspace-name>'
          model_path: '<path-to-model>'

Example deployment of an Azure Machine Learning Workflow with blue/green deployments

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/[email protected]
        with:
          creds: ${{ secrets.AZURE_CREDENTIALS }}

      # Register model in Azure Machine Learning workspace
      - name: Register model in Azure Machine Learning workspace
        uses: coding-kitties/[email protected]
        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/[email protected]
        with:
          endpoint_name: ${{ env.ENDPOINT_NAME }}
          resource_group: ${{ env.RESOURCE_GROUP }}
          workspace_name: ${{ env.WORKSPACE_NAME }}