azure-pipelines.yml

trigger:
- master

pool:
  vmImage: 'Ubuntu-16.04'

variables:
- group: ml

steps:

- task: AzureCLI@1
  displayName: 'Install the CLI'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az extension add -n azure-cli-ml'

- task: AzureCLI@1
  displayName: 'Attach folder to workspace'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml folder attach -w ml_workspace_test -g ml_test_rg'

- task: AzureCLI@1
  displayName: 'Create compute for training'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml computetarget create amlcompute -n cpu --vm-size STANDARD_D2_V2 --max-nodes 4 -w ml_workspace_test -g ml_test_rg'
  
- task: AzureCLI@1
  displayName: 'Submit script run'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml run submit-script -c sklearn -e test -d myenv.yml train.py'

- task: AzureCLI@1
  displayName: 'Register model'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml model register -n mymodel -p sklearn_regression_model.pkl -t model.json -w ml_workspace_test -g ml_test_rg'

- task: AzureCLI@1
  displayName: 'Deploy model'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml model deploy -n acicicd -f model.json --ic inferenceConfig.yml --dc deploymentConfig.yml --overwrite -w ml_workspace_test -g ml_test_rg'

- task: AzureCLI@1
  displayName: 'Delete deployed service'
  inputs:
    azureSubscription: $(azureSubscription)
    scriptLocation: inlineScript
    inlineScript: 'az ml service delete -n acicicd -w ml_workspace_test -g ml_test_rg'