1-german-credit-infrastructure.yml

variables: 
 - template: german-credit-config.yml

trigger: none

pool:
  vmImage: ubuntu-20.04

steps:
  - task: AzureCLI@2
    displayName: 'Install AML CLI, AML Python SDK'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      inlineScript: |
        az extension add -n azure-cli-ml
        pip install azureml-core==1.35.0
        pip install azure-cli-core==2.22.1 # resolved dependency issue between azure-cli-core and azure cli 2.31
        pip install azureml-dataset-runtime==1.35.0

  - task: AzureCLI@2
    displayName: 'Create Azure ML workspace'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      workingDirectory: $(ml_model_path)
      inlineScript: |
        amlexist=$(az ml workspace show -g $(ml_workspace_rg) -w $(ml_workspace_name))
        amlname=$(jq .name -r <<< "$amlexist")
        if [[ $amlname = $(ml_workspace_name) ]]; then
          echo "AML workspace already exists and does not have to be redeployed"
          exit 0
        fi
        az ml workspace create -g $(ml_workspace_rg) -w $(ml_workspace_name)

  - task: AzureCLI@2
    displayName: 'Create Data set'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      workingDirectory: ''
      inlineScript: |
        python pipelines/scripts/german-credit-dataset.py $(ml_workspace_name) $(ml_subscription_id) $(ml_workspace_rg)

  - task: AzureCLI@2
    displayName: 'Create CPU Cluster'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      workingDirectory: $(ml_model_path)
      inlineScript: |
        az ml computetarget create amlcompute -n $(ml_compute_name) --vm-size Standard_DS3_v2 --max-nodes 2 -g $(ml_workspace_rg) -w $(ml_workspace_name)

  - task: AzureCLI@2
    displayName: 'Create VNET and subnets'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      workingDirectory: ''
      inlineScript: |
        az network vnet create -g $(ml_workspace_rg) -n $(ml_vnet_name) --address-prefix $(ml_vnet_address_range)
        az network vnet subnet create -g $(ml_workspace_rg) --vnet-name $(ml_vnet_name) -n aks --address-prefixes $(ml_subnet_aks_address_range)
        az network vnet subnet create -g $(ml_workspace_rg) --vnet-name $(ml_vnet_name) -n apim --address-prefixes $(ml_subnet_apim_address_range)

  - task: AzureCLI@2
    displayName: 'Create Private AKS cluster'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: bash
      scriptLocation: inlineScript
      workingDirectory: ''
      inlineScript: |
        aksclusterexist=$(az ml computetarget show -n $(ml_aks_cluster) -g $(ml_workspace_rg) -w $(ml_workspace_name))
        aksclustername=$(jq .name -r <<< "$aksclusterexist")
        if [[ $aksclustername = $(ml_aks_cluster) ]]; then
          echo "AKS cluster name already exists and does not have to be redeployed"
          exit 0
        fi
        python pipelines/scripts/german-credit-aksprivate.py $(ml_workspace_name) $(ml_subscription_id) $(ml_workspace_rg) $(ml_vnet_name) $(ml_aks_cluster) $(ml_vnet_address_range) $(dns_service_ip)

  - task: AzurePowerShell@5
    displayName: 'Create API management'
    inputs:
      azureSubscription: $(ml_workspace_connection)
      scriptType: filePath
      scriptPath: pipelines/scripts/germin-credit-apim.ps1
      scriptArguments:
        -ml_subscription_id $(ml_subscription_id) `
        -ml_workspace_rg $(ml_workspace_rg) `
        -ml_vnet_name $(ml_vnet_name) `
        -ml_apim_name $(ml_apim_name) `
        -ml_apim_email $(ml_apim_email) `
        -ml_location $(ml_location)
      azurePowerShellVersion: latestVersion
      pwsh: true