init

Author: awmatheson

.github/workflows/train_deploy.yml

@@ -0,0 +1,76 @@
+# Actions train a model on Azure Machine Learning
+<<<<<<< HEAD:.github/workflows/train.yml
+name: aml-train
+on: [pull_request]
+
+=======
+name: aml-train-deploy-workflow 
+on: push
+>>>>>>> simple_template:.github/workflows/train_deploy.yml
+jobs:
+  train:
+    runs-on: ubuntu-latest
+    steps:
+    # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+    - name: Check Out Repository
+      id: checkout_repository
+      uses: actions/checkout@v2
+        
+    # Connect or Create the Azure Machine Learning Workspace
+    - name: Connect/Create Azure Machine Learning Workspace
+      id: aml_workspace
+      uses: Azure/aml-workspace@master
+      with:
+          azure_credentials: ${{ secrets.AZURE_CREDENTIALS }}
+    
+    # Connect or Create a Compute Target in Azure Machine Learning
+    - name: Connect/Create Azure Machine Learning Compute Target
+      id: aml_compute_training
+      uses: Azure/aml-compute@master
+      with:
+          azure_credentials: ${{ secrets.AZURE_CREDENTIALS }}
+    
+    # Submit a training run to the Azure Machine Learning
+    - name: Submit training run
+      id: aml_run
+      uses: Azure/aml-run@master
+      with:
+          azure_credentials: ${{ secrets.AZURE_CREDENTIALS }}
+
+<<<<<<< HEAD:.github/workflows/train.yml
+    - name: comment PR
+      uses: unsplash/comment-on-pr@master
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      with:
+        msg: "${{ steps.aml_run.outputs.run_metrics }}"
+    
+=======
+>>>>>>> simple_template:.github/workflows/train_deploy.yml
+    # Register model in Azure Machine Learning model registry
+    - name: Register model
+      id: aml_registermodel
+      uses: Azure/aml-registermodel@master
+      with:
+          azure_credentials: ${{ secrets.AZURE_CREDENTIALS }}
+          run_id:  ${{ steps.aml_run.outputs.run_id }}
+          experiment_name: ${{ steps.aml_run.outputs.experiment_name }}
+
+    # Deploy model in Azure Machine Learning to ACI
+    - name: Deploy model
+      id: aml_deploy
+      uses: Azure/aml-deploy@master
+      with:
+<<<<<<< HEAD:.github/workflows/train.yml
+        msg: "${{ steps.aml_registermodel.outputs.model_id }}"
+
+    # - uses: actions/upload-artifact@v1
+    #   with:
+    #     name: ${{ steps.aml_run.outputs.model }}
+    #     path: SpatialSimOutputs
+
+=======
+          azure_credentials: ${{ secrets.AZURE_CREDENTIALS }}
+          model_name:  ${{ steps.aml_registermodel.outputs.model_name }}
+          model_version: ${{ steps.aml_registermodel.outputs.model_version }}
+>>>>>>> simple_template:.github/workflows/train_deploy.yml