This is a continuation of a previous article on IaC shortcomings and resolutions. With regard to Azure Machine Learning Workspace, here is a sample request and response:

1. Go to https://learn.microsoft.com/en-us/rest/api/azureml/compute/create-or-update?view=rest-azureml-2023-10-01&tabs=HTTP#code-try-0 and signin with your secondary account:

Specify the following:

PUT https://management.azure.com/subscriptions/<subscription-id>/resourceGroups/<resource-group-name>/providers/Microsoft.MachineLearningServices/workspaces/<ml-workspace-name>/computes/<compute-name>?api-version=2023-10-01

Authorization: Bearer <automatically created access token>

Content-type: application/json

{

  "properties": {

    "properties": {

      "vmSize": "STANDARD_DS11_V2",

      "subnet": {

        "id": "/subscriptions/<subscription-id>/resourceGroups/<rg-vnet-name>/providers/Microsoft.Network/virtualNetworks/<vnet-name>/subnets/<subnet-name>"

      },

      "applicationSharingPolicy": "Shared",

      "computeInstanceAuthorizationType": "personal",

      "enableNodePublicIp": false,

      "disableLocalAuth": true,

      "location": "centralus",

      "scaleSettings": {

        "maxNodeCount": 1,

        "minNodeCount": 0,

        "nodeIdleTimeBeforeScaleDown": "PT60M"

      }

    },

    "computeType": "AmlCompute",

    "disableLocalAuth": true

  },

  "location": "centralus",

  "disableLocalAuth": true

}

2. Check the response code to match as shown:

Response Code: 201

azure-asyncoperation: https://management.azure.com/subscriptions/<subscription-id>/providers/Microsoft.MachineLearningServices/locations/centralus/computeOperationsStatus/f6dcbe07-99cf-4bf7-aa71-0fdcfc542941?api-version=2023-10-01&service=new

cache-control: no-cache

content-length: 1483

content-type: application/json; charset=utf-8

date: Sat, 20 Apr 2024 02:28:50 GMT

expires: -1

pragma: no-cache

request-context: appId=cid-v1:2d2e8e63-272e-4b3c-8598-4ee570a0e70d

strict-transport-security: max-age=31536000; includeSubDomains

x-aml-cluster: vienna-centralus-02

x-content-type-options: nosniff

x-ms-correlation-request-id: f15d6510-5d21-426a-98e5-aa800322da83

x-ms-ratelimit-remaining-subscription-writes: 1199

x-ms-request-id: f15d6510-5d21-426a-98e5-aa800322da83

x-ms-response-type: standard

x-ms-routing-request-id: NORTHCENTRALUS:20240420T022850Z:f15d6510-5d21-426a-98e5-aa800322da83

x-request-time: 0.257