name: Train and Register Model in Azure ML

on:
  push:
    branches: [ main ]

jobs:
  train-register:
    runs-on: ubuntu-latest

    env:
      AZURE_SUBSCRIPTION_ID: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
      AZURE_TENANT_ID: ${{ secrets.AZURE_TENANT_ID }}
      AZURE_CLIENT_ID: ${{ secrets.AZURE_CLIENT_ID }}
      AZURE_CLIENT_SECRET: ${{ secrets.AZURE_CLIENT_SECRET }}
      AZURE_RESOURCE_GROUP: ${{ secrets.AZURE_RESOURCE_GROUP }}
      AZURE_WORKSPACE_NAME: ${{ secrets.AZURE_WORKSPACE_NAME }}

    steps:
      - name: ✅ Checkout code
        uses: actions/checkout@v4

      - name: 🔐 Login to Azure
        uses: azure/login@v1
        with:
          creds: ${{ secrets.AZURE_CREDENTIALS }}

      - name: 🐍 Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: '3.10'

      - name: 📦 Install dependencies
        run: |
          python -m pip install --upgrade pip
          pip install -r requirements.txt
          az extension add -n ml -y

      - name: 🚀 Submit Azure ML pipeline job
        run: |
          az ml job create \
            --file pipeline-job.yml \
            --resource-group $AZURE_RESOURCE_GROUP \
            --workspace-name $AZURE_WORKSPACE_NAME