Microsoft.MachineLearningServices workspaces/computes

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The workspaces/computes resource type can be deployed to: Resource groups.

To learn about resource group deployments, see Bicep or ARM template.

For a list of changed properties in each API version, see change log.

Template format

To create a Microsoft.MachineLearningServices/workspaces/computes resource, add the following Bicep or JSON to your template.

resource symbolicname 'Microsoft.MachineLearningServices/workspaces/computes@2022-05-01' = {
  name: 'string'
  location: 'string'
  tags: {
    tagName1: 'tagValue1'
    tagName2: 'tagValue2'
  }
  sku: {
    capacity: int
    family: 'string'
    name: 'string'
    size: 'string'
    tier: 'string'
  }
  parent: resourceSymbolicName
  identity: {
    type: 'string'
    userAssignedIdentities: {}
  }
  properties: {
    description: 'string'
    disableLocalAuth: bool
    resourceId: 'string'
    computeType: 'string'
    // For remaining properties, see Compute objects
  }
}

Compute objects

Set the computeType property to specify the type of object.

For AKS, use:

  computeType: 'AKS'

For AmlCompute, use:

  computeType: 'AmlCompute'

For ComputeInstance, use:

  computeType: 'ComputeInstance'

For Databricks, use:

  computeType: 'Databricks'

For DataFactory, use:

  computeType: 'DataFactory'

For DataLakeAnalytics, use:

  computeType: 'DataLakeAnalytics'

For HDInsight, use:

  computeType: 'HDInsight'

For Kubernetes, use:

  computeType: 'Kubernetes'

For SynapseSpark, use:

  computeType: 'SynapseSpark'
  properties: {
    autoPauseProperties: {
      delayInMinutes: int
      enabled: bool
    }
    autoScaleProperties: {
      enabled: bool
      maxNodeCount: int
      minNodeCount: int
    }
    nodeCount: int
    nodeSize: 'string'
    nodeSizeFamily: 'string'
    poolName: 'string'
    resourceGroup: 'string'
    sparkVersion: 'string'
    subscriptionId: 'string'
    workspaceName: 'string'
  }

For VirtualMachine, use:

  computeType: 'VirtualMachine'

Property values

workspaces/computes

Name Description Value
type The resource type

For Bicep, set this value in the resource declaration.		 'Microsoft.MachineLearningServices/workspaces/computes'
apiVersion The resource api version

For Bicep, set this value in the resource declaration.		 '2022-05-01'
name The resource name

See how to set names and types for child resources in Bicep or JSON ARM templates.		 string (required)

Character limit: 2-16

Valid characters:
Alphanumerics and hyphens.
location Specifies the location of the resource. string
tags Contains resource tags defined as key/value pairs. Dictionary of tag names and values. See Tags in templates
sku The sku of the workspace. Sku
parent In Bicep, you can specify the parent resource for a child resource. You only need to add this property when the child resource is declared outside of the parent resource.

For more information, see Child resource outside parent resource.		 Symbolic name for resource of type: workspaces
identity The identity of the resource. ManagedServiceIdentity
properties Compute properties Compute

ManagedServiceIdentity

Name Description Value
type Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed). 'None'
'SystemAssigned'
'SystemAssigned,UserAssigned'
'UserAssigned'
userAssignedIdentities The set of user assigned identities associated with the resource. The userAssignedIdentities dictionary keys will be ARM resource ids in the form: '/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.ManagedIdentity/userAssignedIdentities/{identityName}. The dictionary values can be empty objects ({}) in requests. object

Compute

Name Description Value
description The description of the Machine Learning compute. string
disableLocalAuth Opt-out of local authentication and ensure customers can use only MSI and AAD exclusively for authentication. bool
resourceId ARM resource id of the underlying compute string
computeType Set the object type AKS
AmlCompute
ComputeInstance
Databricks
DataFactory
DataLakeAnalytics
HDInsight
Kubernetes
SynapseSpark
VirtualMachine

AKS

Name Description Value
computeType The type of compute 'AKS'

AmlCompute

Name Description Value
computeType The type of compute 'AmlCompute'

ComputeInstance

Name Description Value
computeType The type of compute 'ComputeInstance'

Databricks

Name Description Value
computeType The type of compute 'Databricks'

DataFactory

Name Description Value
computeType The type of compute 'DataFactory'

DataLakeAnalytics

Name Description Value
computeType The type of compute 'DataLakeAnalytics'

HDInsight

Name Description Value
computeType The type of compute 'HDInsight'

Kubernetes

Name Description Value
computeType The type of compute 'Kubernetes'

SynapseSpark

Name Description Value
computeType The type of compute 'SynapseSpark'
properties SynapseSparkProperties

SynapseSparkProperties

Name Description Value
autoPauseProperties Auto pause properties. AutoPauseProperties
autoScaleProperties Auto scale properties. AutoScaleProperties
nodeCount The number of compute nodes currently assigned to the compute. int
nodeSize Node size. string
nodeSizeFamily Node size family. string
poolName Pool name. string
resourceGroup Name of the resource group in which workspace is located. string
sparkVersion Spark version. string
subscriptionId Azure subscription identifier. string
workspaceName Name of Azure Machine Learning workspace. string

AutoPauseProperties

Name Description Value
delayInMinutes int
enabled bool

AutoScaleProperties

Name Description Value
enabled bool
maxNodeCount int
minNodeCount int

VirtualMachine

Name Description Value
computeType The type of compute 'VirtualMachine'

Sku

Name Description Value
capacity If the SKU supports scale out/in then the capacity integer should be included. If scale out/in is not possible for the resource this may be omitted. int
family If the service has different generations of hardware, for the same SKU, then that can be captured here. string
name The name of the SKU. Ex - P3. It is typically a letter+number code string (required)
size The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code. string
tier This field is required to be implemented by the Resource Provider if the service has more than one tier, but is not required on a PUT. 'Basic'
'Free'
'Premium'
'Standard'

Quickstart templates

The following quickstart templates deploy this resource type.

Template Description
Create a Machine Learning Service ADLA Compute.

Deploy to Azure		 This template creates a Machine Learning Service ADLA Compute.
Create a Machine Learning Service Aks Compute.

Deploy to Azure		 This template creates a Machine Learning Service Aks Compute.
Create a Machine Learning Service DSVM Compute.

Deploy to Azure		 This template creates a Machine Learning Service DSVM Compute.
Create a Machine Learning Service HDInsight cluster

Deploy to Azure		 This template creates a Machine Learning Service HDInsight cluster
Create an Azure Machine Learning aks compute.

Deploy to Azure		 This template creates an Azure Machine Learning aks compute.
Create an Azure Machine Learning compute cluster.

Deploy to Azure		 This template creates an Azure Machine Learning compute cluster.
Create an Azure Machine Learning compute instance

Deploy to Azure		 This template creates an Azure Machine Learning compute instance on behalf of another user with a sample inline setup script
Create a LinkedService in Azure Machine Learning workspace.

Deploy to Azure		 This template creates a LinkedService in an existing Azure Machine Learning workspace.
Create an AKS compute target with a Private IP address.

Deploy to Azure		 This template creates an AKS compute target in given Azure Machine Learning service workspace with a private IP address.