deploy-model.yml

name: Deploy Model
 
on:
  pull_request_target:
    types: [labeled]
 
env:
  workspace-name: aml-ws-mlops
  resource-group: rg-mlops
  job-name: amusing_jackal_9w9m3ls2b2
  model-name: azureml_amusing_jackal_9w9m3ls2b2_output_mlflow_log_model_583397521
 
permissions:
  id-token: write
  contents: read
 
jobs:
  register-model:
    if: github.event.label.name == 'register-model'
    name: Register Model
    runs-on: ubuntu-latest
    environment:
      name: prod
    steps:
      - name: Check out repo
        uses: actions/checkout@main
      - name: Install az ml extension
        run: az extension add -n ml -y
      - name: "Az CLI login"
        uses: azure/login@v1
        with:
          client-id: ${{ secrets.AZURE_CLIENT_ID }}
          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
      - name: Trigger Azure ML job
        run: az ml model create --name ${{ env.model-name }} --path azureml://jobs/${{ env.job-name }}/outputs/artifacts/paths/model/ --type mlflow_model --workspace-name ${{ env.workspace-name }} --resource-group ${{ env.resource-group }}

  create-endpoint:
    name: Create Endpoint
    if: github.event.label.name == 'create-endpoint'
    runs-on: ubuntu-latest
    environment:
      name: prod
    steps:
      - name: Check out repo
        uses: actions/checkout@main
      - name: Install az ml extension
        run: az extension add -n ml -y
      - name: "Az CLI login"
        uses: azure/login@v1
        with:
          client-id: ${{ secrets.AZURE_CLIENT_ID }}
          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
      - name: Trigger Azure ML job
        run: az ml online-endpoint create -f src/create-endpoint.yml --workspace-name ${{ env.workspace-name }} --resource-group ${{ env.resource-group }}
        
  deploy-model:
    name: Deploy Model
    if: github.event.label.name == 'deploy-model'
    runs-on: ubuntu-latest
    environment:
      name: prod
    steps:
      - name: Check out repo
        uses: actions/checkout@main
      - name: Install az ml extension
        run: az extension add -n ml -y
      - name: "Az CLI login"
        uses: azure/login@v1
        with:
          client-id: ${{ secrets.AZURE_CLIENT_ID }}
          tenant-id: ${{ secrets.AZURE_TENANT_ID }}
          subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
      - name: Trigger Azure ML job
        run:  az ml online-deployment create -f src/deploy-endpoint.yml --all-traffic --workspace-name ${{ env.workspace-name }} --resource-group ${{ env.resource-group }}