Register Azure Machine Learning Model to Workspace
ActionsTags
(1)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 }}
Register Azure Machine Learning Model to Workspace is not certified by GitHub. It is provided by a third-party and is governed by separate terms of service, privacy policy, and support documentation.
Tags
(1)Register Azure Machine Learning Model to Workspace is not certified by GitHub. It is provided by a third-party and is governed by separate terms of service, privacy policy, and support documentation.