Microsoft.MachineLearningServices workspaces/computes

Bicep resource definition

The workspaces/computes resource type can be deployed to:

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

Resource format

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

resource symbolicname 'Microsoft.MachineLearningServices/workspaces/computes@2022-06-01-preview' = {
  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'
  properties: {
    agentCount: int
    agentVmSize: 'string'
    aksNetworkingConfiguration: {
      dnsServiceIP: 'string'
      dockerBridgeCidr: 'string'
      serviceCidr: 'string'
      subnetId: 'string'
    }
    clusterFqdn: 'string'
    clusterPurpose: 'string'
    loadBalancerSubnet: 'string'
    loadBalancerType: 'string'
    sslConfiguration: {
      cert: 'string'
      cname: 'string'
      key: 'string'
      leafDomainLabel: 'string'
      overwriteExistingDomain: bool
      status: 'string'
    }
  }

For AmlCompute, use:

  computeType: 'AmlCompute'
  properties: {
    enableNodePublicIp: bool
    isolatedNetwork: bool
    osType: 'string'
    propertyBag: any()
    remoteLoginPortPublicAccess: 'string'
    scaleSettings: {
      maxNodeCount: int
      minNodeCount: int
      nodeIdleTimeBeforeScaleDown: 'string'
    }
    subnet: {
      id: 'string'
    }
    userAccountCredentials: {
      adminUserName: 'string'
      adminUserPassword: 'string'
      adminUserSshPublicKey: 'string'
    }
    virtualMachineImage: {
      id: 'string'
    }
    vmPriority: 'string'
    vmSize: 'string'
  }

For ComputeInstance, use:

  computeType: 'ComputeInstance'
  properties: {
    applicationSharingPolicy: 'string'
    computeInstanceAuthorizationType: 'personal'
    customServices: [
      {
        docker: {
          privileged: bool
        }
        endpoints: [
          {
            hostIp: 'string'
            name: 'string'
            protocol: 'string'
            published: int
            target: int
          }
        ]
        environmentVariables: {}
        image: {
          reference: 'string'
          type: 'string'
        }
        name: 'string'
        volumes: [
          {
            bind: {
              createHostPath: bool
              propagation: 'string'
              selinux: 'string'
            }
            consistency: 'string'
            readOnly: bool
            source: 'string'
            target: 'string'
            tmpfs: {
              size: int
            }
            type: 'string'
            volume: {
              nocopy: bool
            }
          }
        ]
      }
    ]
    enableNodePublicIp: bool
    idleTimeBeforeShutdown: 'string'
    personalComputeInstanceSettings: {
      assignedUser: {
        objectId: 'string'
        tenantId: 'string'
      }
    }
    setupScripts: {
      scripts: {
        creationScript: {
          scriptArguments: 'string'
          scriptData: 'string'
          scriptSource: 'string'
          timeout: 'string'
        }
        startupScript: {
          scriptArguments: 'string'
          scriptData: 'string'
          scriptSource: 'string'
          timeout: 'string'
        }
      }
    }
    sshSettings: {
      adminPublicKey: 'string'
      sshPublicAccess: 'string'
    }
    subnet: {
      id: 'string'
    }
    vmSize: 'string'
  }

For Databricks, use:

  computeType: 'Databricks'
  properties: {
    databricksAccessToken: 'string'
    workspaceUrl: 'string'
  }

For DataFactory, use:

  computeType: 'DataFactory'

For DataLakeAnalytics, use:

  computeType: 'DataLakeAnalytics'
  properties: {
    dataLakeStoreAccountName: 'string'
  }

For HDInsight, use:

  computeType: 'HDInsight'
  properties: {
    address: 'string'
    administratorAccount: {
      password: 'string'
      privateKeyData: 'string'
      publicKeyData: 'string'
      username: 'string'
    }
    sshPort: int
  }

For Kubernetes, use:

  computeType: 'Kubernetes'
  properties: {
    defaultInstanceType: 'string'
    extensionInstanceReleaseTrain: 'string'
    extensionPrincipalId: 'string'
    instanceTypes: {}
    namespace: 'string'
    relayConnectionString: 'string'
    serviceBusConnectionString: 'string'
    vcName: 'string'
  }

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'
  properties: {
    address: 'string'
    administratorAccount: {
      password: 'string'
      privateKeyData: 'string'
      publicKeyData: 'string'
      username: 'string'
    }
    isNotebookInstanceCompute: bool
    notebookServerPort: int
    sshPort: int
    virtualMachineSize: 'string'
  }

Property values

workspaces/computes

Name Description Value
name The resource name

See how to set names and types for child resources in Bicep.
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' (required)
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 (required)

AKS

Name Description Value
computeType The type of compute 'AKS' (required)
properties AKS properties AKSSchemaProperties

AKSSchemaProperties

Name Description Value
agentCount Number of agents int
agentVmSize Agent virtual machine size string
aksNetworkingConfiguration AKS networking configuration for vnet AksNetworkingConfiguration
clusterFqdn Cluster full qualified domain name string
clusterPurpose Intended usage of the cluster 'DenseProd'
'DevTest'
'FastProd'
loadBalancerSubnet Load Balancer Subnet string
loadBalancerType Load Balancer Type 'InternalLoadBalancer'
'PublicIp'
sslConfiguration SSL configuration SslConfiguration

AksNetworkingConfiguration

Name Description Value
dnsServiceIP An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. string
dockerBridgeCidr A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. string
serviceCidr A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. string
subnetId Virtual network subnet resource ID the compute nodes belong to string

SslConfiguration

Name Description Value
cert Cert data string
cname CNAME of the cert string
key Key data string
leafDomainLabel Leaf domain label of public endpoint string
overwriteExistingDomain Indicates whether to overwrite existing domain label. bool
status Enable or disable ssl for scoring 'Auto'
'Disabled'
'Enabled'

AmlCompute

Name Description Value
computeType The type of compute 'AmlCompute' (required)
properties Properties of AmlCompute AmlComputeProperties

AmlComputeProperties

Name Description Value
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
isolatedNetwork Network is isolated or not bool
osType Compute OS Type 'Linux'
'Windows'
propertyBag A property bag containing additional properties. For Bicep, you can use the any() function.
remoteLoginPortPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. 'Disabled'
'Enabled'
'NotSpecified'
scaleSettings Scale settings for AML Compute ScaleSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
userAccountCredentials Credentials for an administrator user account that will be created on each compute node. UserAccountCredentials
virtualMachineImage Virtual Machine image for AML Compute - windows only VirtualMachineImage
vmPriority Virtual Machine priority 'Dedicated'
'LowPriority'
vmSize Virtual Machine Size string

ScaleSettings

Name Description Value
maxNodeCount Max number of nodes to use int (required)
minNodeCount Min number of nodes to use int
nodeIdleTimeBeforeScaleDown Node Idle Time before scaling down amlCompute. This string needs to be in the RFC Format. string

ResourceId

Name Description Value
id The ID of the resource string (required)

UserAccountCredentials

Name Description Value
adminUserName Name of the administrator user account which can be used to SSH to nodes. string (required)
adminUserPassword Password of the administrator user account. string
adminUserSshPublicKey SSH public key of the administrator user account. string

VirtualMachineImage

Name Description Value
id Virtual Machine image path string (required)

ComputeInstance

Name Description Value
computeType The type of compute 'ComputeInstance' (required)
properties Properties of ComputeInstance ComputeInstanceProperties

ComputeInstanceProperties

Name Description Value
applicationSharingPolicy Policy for sharing applications on this compute instance among users of parent workspace. If Personal, only the creator can access applications on this compute instance. When Shared, any workspace user can access applications on this instance depending on his/her assigned role. 'Personal'
'Shared'
computeInstanceAuthorizationType The Compute Instance Authorization type. Available values are personal (default). 'personal'
customServices List of Custom Services added to the compute. CustomService[]
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
idleTimeBeforeShutdown Stops compute instance after user defined period of inactivity. Time is defined in ISO8601 format. Minimum is 15 min, maximum is 3 days. string
personalComputeInstanceSettings Settings for a personal compute instance. PersonalComputeInstanceSettings
setupScripts Details of customized scripts to execute for setting up the cluster. SetupScripts
sshSettings Specifies policy and settings for SSH access. ComputeInstanceSshSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
vmSize Virtual Machine Size string

CustomService

Name Description Value
docker Describes the docker settings for the image Docker
endpoints Configuring the endpoints for the container Endpoint[]
environmentVariables Environment Variable for the container object
image Describes the Image Specifications Image
name Name of the Custom Service string
volumes Configuring the volumes for the container VolumeDefinition[]

Docker

Name Description Value
privileged Indicate whether container shall run in privileged or non-privileged mode. bool

Endpoint

Name Description Value
hostIp Host IP over which the application is exposed from the container string
name Name of the Endpoint string
protocol Protocol over which communication will happen over this endpoint 'http'
'tcp'
'udp'
published Port over which the application is exposed from container. int
target Application port inside the container. int

Image

Name Description Value
reference Image reference URL string
type Type of the image. Possible values are: docker - For docker images. azureml - For AzureML images 'azureml'
'docker'

VolumeDefinition

Name Description Value
bind Bind Options of the mount BindOptions
consistency Consistency of the volume string
readOnly Indicate whether to mount volume as readOnly. Default value for this is false. bool
source Source of the mount. For bind mounts this is the host path. string
target Target of the mount. For bind mounts this is the path in the container. string
tmpfs tmpfs option of the mount TmpfsOptions
type Type of Volume Definition. Possible Values: bind,volume,tmpfs,npipe 'bind'
'npipe'
'tmpfs'
'volume'
volume Volume Options of the mount VolumeOptions

BindOptions

Name Description Value
createHostPath Indicate whether to create host path. bool
propagation Type of Bind Option string
selinux Mention the selinux options. string

TmpfsOptions

Name Description Value
size Mention the Tmpfs size int

VolumeOptions

Name Description Value
nocopy Indicate whether volume is nocopy bool

PersonalComputeInstanceSettings

Name Description Value
assignedUser A user explicitly assigned to a personal compute instance. AssignedUser

AssignedUser

Name Description Value
objectId User’s AAD Object Id. string (required)
tenantId User’s AAD Tenant Id. string (required)

SetupScripts

Name Description Value
scripts Customized setup scripts ScriptsToExecute

ScriptsToExecute

Name Description Value
creationScript Script that's run only once during provision of the compute. ScriptReference
startupScript Script that's run every time the machine starts. ScriptReference

ScriptReference

Name Description Value
scriptArguments Optional command line arguments passed to the script to run. string
scriptData The location of scripts in the mounted volume. string
scriptSource The storage source of the script: inline, workspace. string
timeout Optional time period passed to timeout command. string

ComputeInstanceSshSettings

Name Description Value
adminPublicKey Specifies the SSH rsa public key file as a string. Use "ssh-keygen -t rsa -b 2048" to generate your SSH key pairs. string
sshPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on this instance. Enabled - Indicates that the public ssh port is open and accessible according to the VNet/subnet policy if applicable. 'Disabled'
'Enabled'

Databricks

Name Description Value
computeType The type of compute 'Databricks' (required)
properties Properties of Databricks DatabricksProperties

DatabricksProperties

Name Description Value
databricksAccessToken Databricks access token string
workspaceUrl Workspace Url string

DataFactory

Name Description Value
computeType The type of compute 'DataFactory' (required)

DataLakeAnalytics

Name Description Value
computeType The type of compute 'DataLakeAnalytics' (required)
properties DataLakeAnalyticsSchemaProperties

DataLakeAnalyticsSchemaProperties

Name Description Value
dataLakeStoreAccountName DataLake Store Account Name string

HDInsight

Name Description Value
computeType The type of compute 'HDInsight' (required)
properties HDInsight compute properties HDInsightProperties

HDInsightProperties

Name Description Value
address Public IP address of the master node of the cluster. string
administratorAccount Admin credentials for master node of the cluster VirtualMachineSshCredentials
sshPort Port open for ssh connections on the master node of the cluster. int

VirtualMachineSshCredentials

Name Description Value
password Password of admin account string
privateKeyData Private key data string
publicKeyData Public key data string
username Username of admin account string

Kubernetes

Name Description Value
computeType The type of compute 'Kubernetes' (required)
properties Properties of Kubernetes KubernetesProperties

KubernetesProperties

Name Description Value
defaultInstanceType Default instance type string
extensionInstanceReleaseTrain Extension instance release train. string
extensionPrincipalId Extension principal-id. string
instanceTypes Instance Type Schema object
namespace Compute namespace string
relayConnectionString Relay connection string. string
serviceBusConnectionString ServiceBus connection string. string
vcName VC name. string

SynapseSpark

Name Description Value
computeType The type of compute 'SynapseSpark' (required)
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' (required)
properties VirtualMachineSchemaProperties

VirtualMachineSchemaProperties

Name Description Value
address Public IP address of the virtual machine. string
administratorAccount Admin credentials for virtual machine VirtualMachineSshCredentials
isNotebookInstanceCompute Indicates whether this compute will be used for running notebooks. bool
notebookServerPort Notebook server port open for ssh connections. int
sshPort Port open for ssh connections. int
virtualMachineSize Virtual Machine size string

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.

ARM template resource definition

The workspaces/computes resource type can be deployed to:

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

Resource format

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

{
  "type": "Microsoft.MachineLearningServices/workspaces/computes",
  "apiVersion": "2022-06-01-preview",
  "name": "string",
  "location": "string",
  "tags": {
    "tagName1": "tagValue1",
    "tagName2": "tagValue2"
  },
  "sku": {
    "capacity": "int",
    "family": "string",
    "name": "string",
    "size": "string",
    "tier": "string"
  },
  "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",
  "properties": {
    "agentCount": "int",
    "agentVmSize": "string",
    "aksNetworkingConfiguration": {
      "dnsServiceIP": "string",
      "dockerBridgeCidr": "string",
      "serviceCidr": "string",
      "subnetId": "string"
    },
    "clusterFqdn": "string",
    "clusterPurpose": "string",
    "loadBalancerSubnet": "string",
    "loadBalancerType": "string",
    "sslConfiguration": {
      "cert": "string",
      "cname": "string",
      "key": "string",
      "leafDomainLabel": "string",
      "overwriteExistingDomain": "bool",
      "status": "string"
    }
  }

For AmlCompute, use:

  "computeType": "AmlCompute",
  "properties": {
    "enableNodePublicIp": "bool",
    "isolatedNetwork": "bool",
    "osType": "string",
    "propertyBag": {},
    "remoteLoginPortPublicAccess": "string",
    "scaleSettings": {
      "maxNodeCount": "int",
      "minNodeCount": "int",
      "nodeIdleTimeBeforeScaleDown": "string"
    },
    "subnet": {
      "id": "string"
    },
    "userAccountCredentials": {
      "adminUserName": "string",
      "adminUserPassword": "string",
      "adminUserSshPublicKey": "string"
    },
    "virtualMachineImage": {
      "id": "string"
    },
    "vmPriority": "string",
    "vmSize": "string"
  }

For ComputeInstance, use:

  "computeType": "ComputeInstance",
  "properties": {
    "applicationSharingPolicy": "string",
    "computeInstanceAuthorizationType": "personal",
    "customServices": [
      {
        "docker": {
          "privileged": "bool"
        },
        "endpoints": [
          {
            "hostIp": "string",
            "name": "string",
            "protocol": "string",
            "published": "int",
            "target": "int"
          }
        ],
        "environmentVariables": {},
        "image": {
          "reference": "string",
          "type": "string"
        },
        "name": "string",
        "volumes": [
          {
            "bind": {
              "createHostPath": "bool",
              "propagation": "string",
              "selinux": "string"
            },
            "consistency": "string",
            "readOnly": "bool",
            "source": "string",
            "target": "string",
            "tmpfs": {
              "size": "int"
            },
            "type": "string",
            "volume": {
              "nocopy": "bool"
            }
          }
        ]
      }
    ],
    "enableNodePublicIp": "bool",
    "idleTimeBeforeShutdown": "string",
    "personalComputeInstanceSettings": {
      "assignedUser": {
        "objectId": "string",
        "tenantId": "string"
      }
    },
    "setupScripts": {
      "scripts": {
        "creationScript": {
          "scriptArguments": "string",
          "scriptData": "string",
          "scriptSource": "string",
          "timeout": "string"
        },
        "startupScript": {
          "scriptArguments": "string",
          "scriptData": "string",
          "scriptSource": "string",
          "timeout": "string"
        }
      }
    },
    "sshSettings": {
      "adminPublicKey": "string",
      "sshPublicAccess": "string"
    },
    "subnet": {
      "id": "string"
    },
    "vmSize": "string"
  }

For Databricks, use:

  "computeType": "Databricks",
  "properties": {
    "databricksAccessToken": "string",
    "workspaceUrl": "string"
  }

For DataFactory, use:

  "computeType": "DataFactory"

For DataLakeAnalytics, use:

  "computeType": "DataLakeAnalytics",
  "properties": {
    "dataLakeStoreAccountName": "string"
  }

For HDInsight, use:

  "computeType": "HDInsight",
  "properties": {
    "address": "string",
    "administratorAccount": {
      "password": "string",
      "privateKeyData": "string",
      "publicKeyData": "string",
      "username": "string"
    },
    "sshPort": "int"
  }

For Kubernetes, use:

  "computeType": "Kubernetes",
  "properties": {
    "defaultInstanceType": "string",
    "extensionInstanceReleaseTrain": "string",
    "extensionPrincipalId": "string",
    "instanceTypes": {},
    "namespace": "string",
    "relayConnectionString": "string",
    "serviceBusConnectionString": "string",
    "vcName": "string"
  }

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",
  "properties": {
    "address": "string",
    "administratorAccount": {
      "password": "string",
      "privateKeyData": "string",
      "publicKeyData": "string",
      "username": "string"
    },
    "isNotebookInstanceCompute": "bool",
    "notebookServerPort": "int",
    "sshPort": "int",
    "virtualMachineSize": "string"
  }

Property values

workspaces/computes

Name Description Value
type The resource type 'Microsoft.MachineLearningServices/workspaces/computes'
apiVersion The resource api version '2022-06-01-preview'
name The resource name

See how to set names and types for child resources in 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
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' (required)
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 (required)

AKS

Name Description Value
computeType The type of compute 'AKS' (required)
properties AKS properties AKSSchemaProperties

AKSSchemaProperties

Name Description Value
agentCount Number of agents int
agentVmSize Agent virtual machine size string
aksNetworkingConfiguration AKS networking configuration for vnet AksNetworkingConfiguration
clusterFqdn Cluster full qualified domain name string
clusterPurpose Intended usage of the cluster 'DenseProd'
'DevTest'
'FastProd'
loadBalancerSubnet Load Balancer Subnet string
loadBalancerType Load Balancer Type 'InternalLoadBalancer'
'PublicIp'
sslConfiguration SSL configuration SslConfiguration

AksNetworkingConfiguration

Name Description Value
dnsServiceIP An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. string
dockerBridgeCidr A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. string
serviceCidr A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. string
subnetId Virtual network subnet resource ID the compute nodes belong to string

SslConfiguration

Name Description Value
cert Cert data string
cname CNAME of the cert string
key Key data string
leafDomainLabel Leaf domain label of public endpoint string
overwriteExistingDomain Indicates whether to overwrite existing domain label. bool
status Enable or disable ssl for scoring 'Auto'
'Disabled'
'Enabled'

AmlCompute

Name Description Value
computeType The type of compute 'AmlCompute' (required)
properties Properties of AmlCompute AmlComputeProperties

AmlComputeProperties

Name Description Value
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
isolatedNetwork Network is isolated or not bool
osType Compute OS Type 'Linux'
'Windows'
propertyBag A property bag containing additional properties.
remoteLoginPortPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. 'Disabled'
'Enabled'
'NotSpecified'
scaleSettings Scale settings for AML Compute ScaleSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
userAccountCredentials Credentials for an administrator user account that will be created on each compute node. UserAccountCredentials
virtualMachineImage Virtual Machine image for AML Compute - windows only VirtualMachineImage
vmPriority Virtual Machine priority 'Dedicated'
'LowPriority'
vmSize Virtual Machine Size string

ScaleSettings

Name Description Value
maxNodeCount Max number of nodes to use int (required)
minNodeCount Min number of nodes to use int
nodeIdleTimeBeforeScaleDown Node Idle Time before scaling down amlCompute. This string needs to be in the RFC Format. string

ResourceId

Name Description Value
id The ID of the resource string (required)

UserAccountCredentials

Name Description Value
adminUserName Name of the administrator user account which can be used to SSH to nodes. string (required)
adminUserPassword Password of the administrator user account. string
adminUserSshPublicKey SSH public key of the administrator user account. string

VirtualMachineImage

Name Description Value
id Virtual Machine image path string (required)

ComputeInstance

Name Description Value
computeType The type of compute 'ComputeInstance' (required)
properties Properties of ComputeInstance ComputeInstanceProperties

ComputeInstanceProperties

Name Description Value
applicationSharingPolicy Policy for sharing applications on this compute instance among users of parent workspace. If Personal, only the creator can access applications on this compute instance. When Shared, any workspace user can access applications on this instance depending on his/her assigned role. 'Personal'
'Shared'
computeInstanceAuthorizationType The Compute Instance Authorization type. Available values are personal (default). 'personal'
customServices List of Custom Services added to the compute. CustomService[]
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
idleTimeBeforeShutdown Stops compute instance after user defined period of inactivity. Time is defined in ISO8601 format. Minimum is 15 min, maximum is 3 days. string
personalComputeInstanceSettings Settings for a personal compute instance. PersonalComputeInstanceSettings
setupScripts Details of customized scripts to execute for setting up the cluster. SetupScripts
sshSettings Specifies policy and settings for SSH access. ComputeInstanceSshSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
vmSize Virtual Machine Size string

CustomService

Name Description Value
docker Describes the docker settings for the image Docker
endpoints Configuring the endpoints for the container Endpoint[]
environmentVariables Environment Variable for the container object
image Describes the Image Specifications Image
name Name of the Custom Service string
volumes Configuring the volumes for the container VolumeDefinition[]

Docker

Name Description Value
privileged Indicate whether container shall run in privileged or non-privileged mode. bool

Endpoint

Name Description Value
hostIp Host IP over which the application is exposed from the container string
name Name of the Endpoint string
protocol Protocol over which communication will happen over this endpoint 'http'
'tcp'
'udp'
published Port over which the application is exposed from container. int
target Application port inside the container. int

Image

Name Description Value
reference Image reference URL string
type Type of the image. Possible values are: docker - For docker images. azureml - For AzureML images 'azureml'
'docker'

VolumeDefinition

Name Description Value
bind Bind Options of the mount BindOptions
consistency Consistency of the volume string
readOnly Indicate whether to mount volume as readOnly. Default value for this is false. bool
source Source of the mount. For bind mounts this is the host path. string
target Target of the mount. For bind mounts this is the path in the container. string
tmpfs tmpfs option of the mount TmpfsOptions
type Type of Volume Definition. Possible Values: bind,volume,tmpfs,npipe 'bind'
'npipe'
'tmpfs'
'volume'
volume Volume Options of the mount VolumeOptions

BindOptions

Name Description Value
createHostPath Indicate whether to create host path. bool
propagation Type of Bind Option string
selinux Mention the selinux options. string

TmpfsOptions

Name Description Value
size Mention the Tmpfs size int

VolumeOptions

Name Description Value
nocopy Indicate whether volume is nocopy bool

PersonalComputeInstanceSettings

Name Description Value
assignedUser A user explicitly assigned to a personal compute instance. AssignedUser

AssignedUser

Name Description Value
objectId User’s AAD Object Id. string (required)
tenantId User’s AAD Tenant Id. string (required)

SetupScripts

Name Description Value
scripts Customized setup scripts ScriptsToExecute

ScriptsToExecute

Name Description Value
creationScript Script that's run only once during provision of the compute. ScriptReference
startupScript Script that's run every time the machine starts. ScriptReference

ScriptReference

Name Description Value
scriptArguments Optional command line arguments passed to the script to run. string
scriptData The location of scripts in the mounted volume. string
scriptSource The storage source of the script: inline, workspace. string
timeout Optional time period passed to timeout command. string

ComputeInstanceSshSettings

Name Description Value
adminPublicKey Specifies the SSH rsa public key file as a string. Use "ssh-keygen -t rsa -b 2048" to generate your SSH key pairs. string
sshPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on this instance. Enabled - Indicates that the public ssh port is open and accessible according to the VNet/subnet policy if applicable. 'Disabled'
'Enabled'

Databricks

Name Description Value
computeType The type of compute 'Databricks' (required)
properties Properties of Databricks DatabricksProperties

DatabricksProperties

Name Description Value
databricksAccessToken Databricks access token string
workspaceUrl Workspace Url string

DataFactory

Name Description Value
computeType The type of compute 'DataFactory' (required)

DataLakeAnalytics

Name Description Value
computeType The type of compute 'DataLakeAnalytics' (required)
properties DataLakeAnalyticsSchemaProperties

DataLakeAnalyticsSchemaProperties

Name Description Value
dataLakeStoreAccountName DataLake Store Account Name string

HDInsight

Name Description Value
computeType The type of compute 'HDInsight' (required)
properties HDInsight compute properties HDInsightProperties

HDInsightProperties

Name Description Value
address Public IP address of the master node of the cluster. string
administratorAccount Admin credentials for master node of the cluster VirtualMachineSshCredentials
sshPort Port open for ssh connections on the master node of the cluster. int

VirtualMachineSshCredentials

Name Description Value
password Password of admin account string
privateKeyData Private key data string
publicKeyData Public key data string
username Username of admin account string

Kubernetes

Name Description Value
computeType The type of compute 'Kubernetes' (required)
properties Properties of Kubernetes KubernetesProperties

KubernetesProperties

Name Description Value
defaultInstanceType Default instance type string
extensionInstanceReleaseTrain Extension instance release train. string
extensionPrincipalId Extension principal-id. string
instanceTypes Instance Type Schema object
namespace Compute namespace string
relayConnectionString Relay connection string. string
serviceBusConnectionString ServiceBus connection string. string
vcName VC name. string

SynapseSpark

Name Description Value
computeType The type of compute 'SynapseSpark' (required)
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' (required)
properties VirtualMachineSchemaProperties

VirtualMachineSchemaProperties

Name Description Value
address Public IP address of the virtual machine. string
administratorAccount Admin credentials for virtual machine VirtualMachineSshCredentials
isNotebookInstanceCompute Indicates whether this compute will be used for running notebooks. bool
notebookServerPort Notebook server port open for ssh connections. int
sshPort Port open for ssh connections. int
virtualMachineSize Virtual Machine size string

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.

Terraform (AzAPI provider) resource definition

The workspaces/computes resource type can be deployed to:

  • Resource groups

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

Resource format

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

resource "azapi_resource" "symbolicname" {
  type = "Microsoft.MachineLearningServices/workspaces/computes@2022-06-01-preview"
  name = "string"
  location = "string"
  parent_id = "string"
  tags = {
    tagName1 = "tagValue1"
    tagName2 = "tagValue2"
  }
  identity {
    type = "string"
    identity_ids = []
  }
  body = jsonencode({
    properties = {
      description = "string"
      disableLocalAuth = bool
      resourceId = "string"
      computeType = "string"
      // For remaining properties, see Compute objects
    }
    sku = {
      capacity = int
      family = "string"
      name = "string"
      size = "string"
      tier = "string"
    }
  })
}

Compute objects

Set the computeType property to specify the type of object.

For AKS, use:

  computeType = "AKS"
  properties = {
    agentCount = int
    agentVmSize = "string"
    aksNetworkingConfiguration = {
      dnsServiceIP = "string"
      dockerBridgeCidr = "string"
      serviceCidr = "string"
      subnetId = "string"
    }
    clusterFqdn = "string"
    clusterPurpose = "string"
    loadBalancerSubnet = "string"
    loadBalancerType = "string"
    sslConfiguration = {
      cert = "string"
      cname = "string"
      key = "string"
      leafDomainLabel = "string"
      overwriteExistingDomain = bool
      status = "string"
    }
  }

For AmlCompute, use:

  computeType = "AmlCompute"
  properties = {
    enableNodePublicIp = bool
    isolatedNetwork = bool
    osType = "string"
    remoteLoginPortPublicAccess = "string"
    scaleSettings = {
      maxNodeCount = int
      minNodeCount = int
      nodeIdleTimeBeforeScaleDown = "string"
    }
    subnet = {
      id = "string"
    }
    userAccountCredentials = {
      adminUserName = "string"
      adminUserPassword = "string"
      adminUserSshPublicKey = "string"
    }
    virtualMachineImage = {
      id = "string"
    }
    vmPriority = "string"
    vmSize = "string"
  }

For ComputeInstance, use:

  computeType = "ComputeInstance"
  properties = {
    applicationSharingPolicy = "string"
    computeInstanceAuthorizationType = "personal"
    customServices = [
      {
        docker = {
          privileged = bool
        }
        endpoints = [
          {
            hostIp = "string"
            name = "string"
            protocol = "string"
            published = int
            target = int
          }
        ]
        environmentVariables = {}
        image = {
          reference = "string"
          type = "string"
        }
        name = "string"
        volumes = [
          {
            bind = {
              createHostPath = bool
              propagation = "string"
              selinux = "string"
            }
            consistency = "string"
            readOnly = bool
            source = "string"
            target = "string"
            tmpfs = {
              size = int
            }
            type = "string"
            volume = {
              nocopy = bool
            }
          }
        ]
      }
    ]
    enableNodePublicIp = bool
    idleTimeBeforeShutdown = "string"
    personalComputeInstanceSettings = {
      assignedUser = {
        objectId = "string"
        tenantId = "string"
      }
    }
    setupScripts = {
      scripts = {
        creationScript = {
          scriptArguments = "string"
          scriptData = "string"
          scriptSource = "string"
          timeout = "string"
        }
        startupScript = {
          scriptArguments = "string"
          scriptData = "string"
          scriptSource = "string"
          timeout = "string"
        }
      }
    }
    sshSettings = {
      adminPublicKey = "string"
      sshPublicAccess = "string"
    }
    subnet = {
      id = "string"
    }
    vmSize = "string"
  }

For Databricks, use:

  computeType = "Databricks"
  properties = {
    databricksAccessToken = "string"
    workspaceUrl = "string"
  }

For DataFactory, use:

  computeType = "DataFactory"

For DataLakeAnalytics, use:

  computeType = "DataLakeAnalytics"
  properties = {
    dataLakeStoreAccountName = "string"
  }

For HDInsight, use:

  computeType = "HDInsight"
  properties = {
    address = "string"
    administratorAccount = {
      password = "string"
      privateKeyData = "string"
      publicKeyData = "string"
      username = "string"
    }
    sshPort = int
  }

For Kubernetes, use:

  computeType = "Kubernetes"
  properties = {
    defaultInstanceType = "string"
    extensionInstanceReleaseTrain = "string"
    extensionPrincipalId = "string"
    instanceTypes = {}
    namespace = "string"
    relayConnectionString = "string"
    serviceBusConnectionString = "string"
    vcName = "string"
  }

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"
  properties = {
    address = "string"
    administratorAccount = {
      password = "string"
      privateKeyData = "string"
      publicKeyData = "string"
      username = "string"
    }
    isNotebookInstanceCompute = bool
    notebookServerPort = int
    sshPort = int
    virtualMachineSize = "string"
  }

Property values

workspaces/computes

Name Description Value
type The resource type "Microsoft.MachineLearningServices/workspaces/computes@2022-06-01-preview"
name The resource name string (required)

Character limit: 2-16

Valid characters:
Alphanumerics and hyphens.
location Specifies the location of the resource. string
parent_id The ID of the resource that is the parent for this resource. ID for resource of type: workspaces
tags Contains resource tags defined as key/value pairs. Dictionary of tag names and values.
sku The sku of the workspace. Sku
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). "SystemAssigned"
"SystemAssigned,UserAssigned"
"UserAssigned" (required)
identity_ids 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. Array of user identity IDs.

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 (required)

AKS

Name Description Value
computeType The type of compute "AKS" (required)
properties AKS properties AKSSchemaProperties

AKSSchemaProperties

Name Description Value
agentCount Number of agents int
agentVmSize Agent virtual machine size string
aksNetworkingConfiguration AKS networking configuration for vnet AksNetworkingConfiguration
clusterFqdn Cluster full qualified domain name string
clusterPurpose Intended usage of the cluster "DenseProd"
"DevTest"
"FastProd"
loadBalancerSubnet Load Balancer Subnet string
loadBalancerType Load Balancer Type "InternalLoadBalancer"
"PublicIp"
sslConfiguration SSL configuration SslConfiguration

AksNetworkingConfiguration

Name Description Value
dnsServiceIP An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. string
dockerBridgeCidr A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. string
serviceCidr A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. string
subnetId Virtual network subnet resource ID the compute nodes belong to string

SslConfiguration

Name Description Value
cert Cert data string
cname CNAME of the cert string
key Key data string
leafDomainLabel Leaf domain label of public endpoint string
overwriteExistingDomain Indicates whether to overwrite existing domain label. bool
status Enable or disable ssl for scoring "Auto"
"Disabled"
"Enabled"

AmlCompute

Name Description Value
computeType The type of compute "AmlCompute" (required)
properties Properties of AmlCompute AmlComputeProperties

AmlComputeProperties

Name Description Value
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
isolatedNetwork Network is isolated or not bool
osType Compute OS Type "Linux"
"Windows"
propertyBag A property bag containing additional properties.
remoteLoginPortPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. "Disabled"
"Enabled"
"NotSpecified"
scaleSettings Scale settings for AML Compute ScaleSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
userAccountCredentials Credentials for an administrator user account that will be created on each compute node. UserAccountCredentials
virtualMachineImage Virtual Machine image for AML Compute - windows only VirtualMachineImage
vmPriority Virtual Machine priority "Dedicated"
"LowPriority"
vmSize Virtual Machine Size string

ScaleSettings

Name Description Value
maxNodeCount Max number of nodes to use int (required)
minNodeCount Min number of nodes to use int
nodeIdleTimeBeforeScaleDown Node Idle Time before scaling down amlCompute. This string needs to be in the RFC Format. string

ResourceId

Name Description Value
id The ID of the resource string (required)

UserAccountCredentials

Name Description Value
adminUserName Name of the administrator user account which can be used to SSH to nodes. string (required)
adminUserPassword Password of the administrator user account. string
adminUserSshPublicKey SSH public key of the administrator user account. string

VirtualMachineImage

Name Description Value
id Virtual Machine image path string (required)

ComputeInstance

Name Description Value
computeType The type of compute "ComputeInstance" (required)
properties Properties of ComputeInstance ComputeInstanceProperties

ComputeInstanceProperties

Name Description Value
applicationSharingPolicy Policy for sharing applications on this compute instance among users of parent workspace. If Personal, only the creator can access applications on this compute instance. When Shared, any workspace user can access applications on this instance depending on his/her assigned role. "Personal"
"Shared"
computeInstanceAuthorizationType The Compute Instance Authorization type. Available values are personal (default). "personal"
customServices List of Custom Services added to the compute. CustomService[]
enableNodePublicIp Enable or disable node public IP address provisioning. Possible values are: Possible values are: true - Indicates that the compute nodes will have public IPs provisioned. false - Indicates that the compute nodes will have a private endpoint and no public IPs. bool
idleTimeBeforeShutdown Stops compute instance after user defined period of inactivity. Time is defined in ISO8601 format. Minimum is 15 min, maximum is 3 days. string
personalComputeInstanceSettings Settings for a personal compute instance. PersonalComputeInstanceSettings
setupScripts Details of customized scripts to execute for setting up the cluster. SetupScripts
sshSettings Specifies policy and settings for SSH access. ComputeInstanceSshSettings
subnet Virtual network subnet resource ID the compute nodes belong to. ResourceId
vmSize Virtual Machine Size string

CustomService

Name Description Value
docker Describes the docker settings for the image Docker
endpoints Configuring the endpoints for the container Endpoint[]
environmentVariables Environment Variable for the container object
image Describes the Image Specifications Image
name Name of the Custom Service string
volumes Configuring the volumes for the container VolumeDefinition[]

Docker

Name Description Value
privileged Indicate whether container shall run in privileged or non-privileged mode. bool

Endpoint

Name Description Value
hostIp Host IP over which the application is exposed from the container string
name Name of the Endpoint string
protocol Protocol over which communication will happen over this endpoint "http"
"tcp"
"udp"
published Port over which the application is exposed from container. int
target Application port inside the container. int

Image

Name Description Value
reference Image reference URL string
type Type of the image. Possible values are: docker - For docker images. azureml - For AzureML images "azureml"
"docker"

VolumeDefinition

Name Description Value
bind Bind Options of the mount BindOptions
consistency Consistency of the volume string
readOnly Indicate whether to mount volume as readOnly. Default value for this is false. bool
source Source of the mount. For bind mounts this is the host path. string
target Target of the mount. For bind mounts this is the path in the container. string
tmpfs tmpfs option of the mount TmpfsOptions
type Type of Volume Definition. Possible Values: bind,volume,tmpfs,npipe "bind"
"npipe"
"tmpfs"
"volume"
volume Volume Options of the mount VolumeOptions

BindOptions

Name Description Value
createHostPath Indicate whether to create host path. bool
propagation Type of Bind Option string
selinux Mention the selinux options. string

TmpfsOptions

Name Description Value
size Mention the Tmpfs size int

VolumeOptions

Name Description Value
nocopy Indicate whether volume is nocopy bool

PersonalComputeInstanceSettings

Name Description Value
assignedUser A user explicitly assigned to a personal compute instance. AssignedUser

AssignedUser

Name Description Value
objectId User’s AAD Object Id. string (required)
tenantId User’s AAD Tenant Id. string (required)

SetupScripts

Name Description Value
scripts Customized setup scripts ScriptsToExecute

ScriptsToExecute

Name Description Value
creationScript Script that's run only once during provision of the compute. ScriptReference
startupScript Script that's run every time the machine starts. ScriptReference

ScriptReference

Name Description Value
scriptArguments Optional command line arguments passed to the script to run. string
scriptData The location of scripts in the mounted volume. string
scriptSource The storage source of the script: inline, workspace. string
timeout Optional time period passed to timeout command. string

ComputeInstanceSshSettings

Name Description Value
adminPublicKey Specifies the SSH rsa public key file as a string. Use "ssh-keygen -t rsa -b 2048" to generate your SSH key pairs. string
sshPublicAccess State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on this instance. Enabled - Indicates that the public ssh port is open and accessible according to the VNet/subnet policy if applicable. "Disabled"
"Enabled"

Databricks

Name Description Value
computeType The type of compute "Databricks" (required)
properties Properties of Databricks DatabricksProperties

DatabricksProperties

Name Description Value
databricksAccessToken Databricks access token string
workspaceUrl Workspace Url string

DataFactory

Name Description Value
computeType The type of compute "DataFactory" (required)

DataLakeAnalytics

Name Description Value
computeType The type of compute "DataLakeAnalytics" (required)
properties DataLakeAnalyticsSchemaProperties

DataLakeAnalyticsSchemaProperties

Name Description Value
dataLakeStoreAccountName DataLake Store Account Name string

HDInsight

Name Description Value
computeType The type of compute "HDInsight" (required)
properties HDInsight compute properties HDInsightProperties

HDInsightProperties

Name Description Value
address Public IP address of the master node of the cluster. string
administratorAccount Admin credentials for master node of the cluster VirtualMachineSshCredentials
sshPort Port open for ssh connections on the master node of the cluster. int

VirtualMachineSshCredentials

Name Description Value
password Password of admin account string
privateKeyData Private key data string
publicKeyData Public key data string
username Username of admin account string

Kubernetes

Name Description Value
computeType The type of compute "Kubernetes" (required)
properties Properties of Kubernetes KubernetesProperties

KubernetesProperties

Name Description Value
defaultInstanceType Default instance type string
extensionInstanceReleaseTrain Extension instance release train. string
extensionPrincipalId Extension principal-id. string
instanceTypes Instance Type Schema object
namespace Compute namespace string
relayConnectionString Relay connection string. string
serviceBusConnectionString ServiceBus connection string. string
vcName VC name. string

SynapseSpark

Name Description Value
computeType The type of compute "SynapseSpark" (required)
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" (required)
properties VirtualMachineSchemaProperties

VirtualMachineSchemaProperties

Name Description Value
address Public IP address of the virtual machine. string
administratorAccount Admin credentials for virtual machine VirtualMachineSshCredentials
isNotebookInstanceCompute Indicates whether this compute will be used for running notebooks. bool
notebookServerPort Notebook server port open for ssh connections. int
sshPort Port open for ssh connections. int
virtualMachineSize Virtual Machine size string

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"