Microsoft.MachineLearningServices workspaces/computes

Article
08/01/2024

Bicep resource definition

The workspaces/computes resource type can be deployed with operations that target:

Resource groups - See resource group deployment commands

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@2024-07-01-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: {
      {customized property}: {}
    }
  }
  properties: {
    computeLocation: 'string'
    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'
    autologgerSettings: {
      mlflowAutologger: 'string'
    }
    computeInstanceAuthorizationType: 'personal'
    customServices: [
      {
        docker: {
          privileged: bool
          {customized property}: any()
        }
        endpoints: [
          {
            hostIp: 'string'
            name: 'string'
            protocol: 'string'
            published: int
            target: int
          }
        ]
        environmentVariables: {
          {customized property}: {
            type: 'local'
            value: 'string'
            {customized property}: any()
          }
        }
        image: {
          reference: 'string'
          type: 'string'
          version: 'string'
          {customized property}: any()
        }
        kernel: {
          argv: [
            'string'
          ]
          displayName: 'string'
          language: '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
            }
          }
        ]
        {customized property}: any()
      }
    ]
    enableNodePublicIp: bool
    enableOSPatching: bool
    enableRootAccess: bool
    enableSSO: bool
    idleTimeBeforeShutdown: 'string'
    personalComputeInstanceSettings: {
      assignedUser: {
        objectId: 'string'
        tenantId: 'string'
      }
    }
    releaseQuotaOnStop: bool
    schedules: {
      computeStartStop: [
        {
          action: 'string'
          cron: {
            expression: 'string'
            startTime: 'string'
            timeZone: 'string'
          }
          recurrence: {
            frequency: 'string'
            interval: int
            schedule: {
              hours: [
                int
              ]
              minutes: [
                int
              ]
              monthDays: [
                int
              ]
              weekDays: [
                'string'
              ]
            }
            startTime: 'string'
            timeZone: 'string'
          }
          schedule: {
            id: 'string'
            provisioningStatus: 'string'
            status: 'string'
          }
          status: 'string'
          triggerType: '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: {
      {customized property}: {
        nodeSelector: {
          {customized property}: 'string'
        }
        resources: {
          limits: {
            {customized property}: 'string'
          }
          requests: {
            {customized property}: 'string'
          }
        }
      }
    }
    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: 3-24 for compute instance 3-32 for AML compute 2-16 for other compute types 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.	UserAssignedIdentities

UserAssignedIdentities

Name	Description	Value
{customized property}		UserAssignedIdentity

UserAssignedIdentity

This object doesn't contain any properties to set during deployment. All properties are ReadOnly.

Compute

Name	Description	Value
computeLocation	Location for the underlying compute	string
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 Constraints: Min value = 0
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 Constraints: Pattern = `^(?:(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)$`
dockerBridgeCidr	A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
serviceCidr	A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
subnetId	Virtual network subnet resource ID the compute nodes belong to	string

SslConfiguration

Name	Description	Value
cert	Cert data	string Constraints: Sensitive value. Pass in as a secure parameter.
cname	CNAME of the cert	string
key	Key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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 Constraints: Sensitive value. Pass in as a secure parameter.
adminUserSshPublicKey	SSH public key of the administrator user account.	string Constraints: Sensitive value. Pass in as a secure parameter.

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'
autologgerSettings	Specifies settings for autologger.	ComputeInstanceAutologgerSettings
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
enableOSPatching	Enable Auto OS Patching. Possible values are: true, false.	bool
enableRootAccess	Enable root access. Possible values are: true, false.	bool
enableSSO	Enable SSO (single sign on). Possible values are: true, false.	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
releaseQuotaOnStop	Release quota if compute instance stopped. Possible values are: true - release quota if compute instance stopped. false - don't release quota when compute instance stopped.	bool
schedules	The list of schedules to be applied on the computes.	ComputeSchedules
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

ComputeInstanceAutologgerSettings

Name	Description	Value
mlflowAutologger	Indicates whether mlflow autologger is enabled for notebooks.	'Disabled' 'Enabled'

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	CustomServiceEnvironmentVariables
image	Describes the Image Specifications	Image
kernel	Describes the jupyter kernel settings for the image if its a custom environment	JupyterKernelConfig
name	Name of the Custom Service	string
volumes	Configuring the volumes for the container	VolumeDefinition[]
{customized property}		For Bicep, you can use the any() function.

Docker

Name	Description	Value
privileged	Indicate whether container shall run in privileged or non-privileged mode.	bool
{customized property}		For Bicep, you can use the any() function.

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

CustomServiceEnvironmentVariables

Name	Description	Value
{customized property}		EnvironmentVariable

EnvironmentVariable

Name	Description	Value
type	Type of the Environment Variable. Possible values are: local - For local variable	'local'
value	Value of the Environment variable	string
{customized property}		For Bicep, you can use the any() function.

Image

Name	Description	Value
reference	Image reference URL if type is docker. Environment name if type is azureml	string
type	Type of the image. Possible values are: docker - For docker images. azureml - For AzureML Environment images (custom and curated)	'azureml' 'docker'
version	Version of image being used. If latest then skip this field	string
{customized property}		For Bicep, you can use the any() function.

JupyterKernelConfig

Name	Description	Value
argv	Argument to the the runtime	string[]
displayName	Display name of the kernel	string
language	Language of the kernel [Example value: python]	string

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)

ComputeSchedules

Name	Description	Value
computeStartStop	The list of compute start stop schedules to be applied.	ComputeStartStopSchedule[]

ComputeStartStopSchedule

Name	Description	Value
action	[Required] The compute power action.	'Start' 'Stop'
cron	Required if triggerType is Cron.	Cron
recurrence	Required if triggerType is Recurrence.	Recurrence
schedule	[Deprecated] Not used any more.	ScheduleBase
status	Is the schedule enabled or disabled?	'Disabled' 'Enabled'
triggerType	[Required] The schedule trigger type.	'Cron' 'Recurrence'

Cron

Name	Description	Value
expression	[Required] Specifies cron expression of schedule. The expression should follow NCronTab format.	string
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

Recurrence

Name	Description	Value
frequency	[Required] The frequency to trigger schedule.	'Day' 'Hour' 'Minute' 'Month' 'Week'
interval	[Required] Specifies schedule interval in conjunction with frequency	int
schedule	[Required] The recurrence schedule.	ComputeRecurrenceSchedule
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

ComputeRecurrenceSchedule

Name	Description	Value
hours	[Required] List of hours for the schedule.	int[] (required)
minutes	[Required] List of minutes for the schedule.	int[] (required)
monthDays	List of month days for the schedule	int[]
weekDays	List of days for the schedule.	String array containing any of: 'Friday' 'Monday' 'Saturday' 'Sunday' 'Thursday' 'Tuesday' 'Wednesday'

ScheduleBase

Name	Description	Value
id	A system assigned id for the schedule.	string
provisioningStatus	The current deployment state of schedule.	'Completed' 'Failed' 'Provisioning'
status	Is the schedule enabled or disabled?	'Disabled' 'Enabled'

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 Constraints: Sensitive value. Pass in as a secure parameter.
publicKeyData	Public key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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	KubernetesPropertiesInstanceTypes
namespace	Compute namespace	string
relayConnectionString	Relay connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
serviceBusConnectionString	ServiceBus connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
vcName	VC name.	string

KubernetesPropertiesInstanceTypes

Name	Description	Value
{customized property}		InstanceTypeSchema

InstanceTypeSchema

Name	Description	Value
nodeSelector	Node Selector	InstanceTypeSchemaNodeSelector
resources	Resource requests/limits for this instance type	InstanceTypeSchemaResources

InstanceTypeSchemaNodeSelector

Name	Description	Value
{customized property}		string

InstanceTypeSchemaResources

Name	Description	Value
limits	Resource limits for this instance type	InstanceResourceSchema
requests	Resource requests for this instance type	InstanceResourceSchema

InstanceResourceSchema

Name	Description	Value
{customized property}		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	This template creates a Machine Learning Service ADLA Compute.
Create a Machine Learning Service Aks Compute	This template creates a Machine Learning Service Aks Compute.
Create a Machine Learning Service DSVM Compute	This template creates a Machine Learning Service DSVM Compute.
Create a Machine Learning Service HDInsight cluster	This template creates a Machine Learning Service HDInsight cluster
Create an Azure Machine Learning aks compute	This template creates an Azure Machine Learning aks compute.
Create an Azure Machine Learning compute cluster	This template creates an Azure Machine Learning compute cluster.
Create an Azure Machine Learning compute instance	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	This template creates a LinkedService in an existing Azure Machine Learning workspace.
Create an AKS compute target with a Private IP address	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 with operations that target:

Resource groups - See resource group deployment commands

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": "2024-07-01-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": {
      "{customized property}": {}
    }
  },
  "properties": {
    "computeLocation": "string",
    "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",
    "autologgerSettings": {
      "mlflowAutologger": "string"
    },
    "computeInstanceAuthorizationType": "personal",
    "customServices": [
      {
        "docker": {
          "privileged": "bool",
          "{customized property}": {}
        },
        "endpoints": [
          {
            "hostIp": "string",
            "name": "string",
            "protocol": "string",
            "published": "int",
            "target": "int"
          }
        ],
        "environmentVariables": {
          "{customized property}": {
            "type": "local",
            "value": "string",
            "{customized property}": {}
          }
        },
        "image": {
          "reference": "string",
          "type": "string",
          "version": "string",
          "{customized property}": {}
        },
        "kernel": {
          "argv": [ "string" ],
          "displayName": "string",
          "language": "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"
            }
          }
        ],
        "{customized property}": {}
      }
    ],
    "enableNodePublicIp": "bool",
    "enableOSPatching": "bool",
    "enableRootAccess": "bool",
    "enableSSO": "bool",
    "idleTimeBeforeShutdown": "string",
    "personalComputeInstanceSettings": {
      "assignedUser": {
        "objectId": "string",
        "tenantId": "string"
      }
    },
    "releaseQuotaOnStop": "bool",
    "schedules": {
      "computeStartStop": [
        {
          "action": "string",
          "cron": {
            "expression": "string",
            "startTime": "string",
            "timeZone": "string"
          },
          "recurrence": {
            "frequency": "string",
            "interval": "int",
            "schedule": {
              "hours": [ "int" ],
              "minutes": [ "int" ],
              "monthDays": [ "int" ],
              "weekDays": [ "string" ]
            },
            "startTime": "string",
            "timeZone": "string"
          },
          "schedule": {
            "id": "string",
            "provisioningStatus": "string",
            "status": "string"
          },
          "status": "string",
          "triggerType": "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": {
      "{customized property}": {
        "nodeSelector": {
          "{customized property}": "string"
        },
        "resources": {
          "limits": {
            "{customized property}": "string"
          },
          "requests": {
            "{customized property}": "string"
          }
        }
      }
    },
    "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	'2024-07-01-preview'
name	The resource name See how to set names and types for child resources in JSON ARM templates.	string (required) Character limit: 3-24 for compute instance 3-32 for AML compute 2-16 for other compute types 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.	UserAssignedIdentities

UserAssignedIdentities

Name	Description	Value
{customized property}		UserAssignedIdentity

UserAssignedIdentity

This object doesn't contain any properties to set during deployment. All properties are ReadOnly.

Compute

Name	Description	Value
computeLocation	Location for the underlying compute	string
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 Constraints: Min value = 0
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 Constraints: Pattern = `^(?:(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)$`
dockerBridgeCidr	A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
serviceCidr	A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
subnetId	Virtual network subnet resource ID the compute nodes belong to	string

SslConfiguration

Name	Description	Value
cert	Cert data	string Constraints: Sensitive value. Pass in as a secure parameter.
cname	CNAME of the cert	string
key	Key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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 Constraints: Sensitive value. Pass in as a secure parameter.
adminUserSshPublicKey	SSH public key of the administrator user account.	string Constraints: Sensitive value. Pass in as a secure parameter.

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'
autologgerSettings	Specifies settings for autologger.	ComputeInstanceAutologgerSettings
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
enableOSPatching	Enable Auto OS Patching. Possible values are: true, false.	bool
enableRootAccess	Enable root access. Possible values are: true, false.	bool
enableSSO	Enable SSO (single sign on). Possible values are: true, false.	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
releaseQuotaOnStop	Release quota if compute instance stopped. Possible values are: true - release quota if compute instance stopped. false - don't release quota when compute instance stopped.	bool
schedules	The list of schedules to be applied on the computes.	ComputeSchedules
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

ComputeInstanceAutologgerSettings

Name	Description	Value
mlflowAutologger	Indicates whether mlflow autologger is enabled for notebooks.	'Disabled' 'Enabled'

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	CustomServiceEnvironmentVariables
image	Describes the Image Specifications	Image
kernel	Describes the jupyter kernel settings for the image if its a custom environment	JupyterKernelConfig
name	Name of the Custom Service	string
volumes	Configuring the volumes for the container	VolumeDefinition[]
{customized property}

Docker

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

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

CustomServiceEnvironmentVariables

Name	Description	Value
{customized property}		EnvironmentVariable

EnvironmentVariable

Name	Description	Value
type	Type of the Environment Variable. Possible values are: local - For local variable	'local'
value	Value of the Environment variable	string
{customized property}

Image

Name	Description	Value
reference	Image reference URL if type is docker. Environment name if type is azureml	string
type	Type of the image. Possible values are: docker - For docker images. azureml - For AzureML Environment images (custom and curated)	'azureml' 'docker'
version	Version of image being used. If latest then skip this field	string
{customized property}

JupyterKernelConfig

Name	Description	Value
argv	Argument to the the runtime	string[]
displayName	Display name of the kernel	string
language	Language of the kernel [Example value: python]	string

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)

ComputeSchedules

Name	Description	Value
computeStartStop	The list of compute start stop schedules to be applied.	ComputeStartStopSchedule[]

ComputeStartStopSchedule

Name	Description	Value
action	[Required] The compute power action.	'Start' 'Stop'
cron	Required if triggerType is Cron.	Cron
recurrence	Required if triggerType is Recurrence.	Recurrence
schedule	[Deprecated] Not used any more.	ScheduleBase
status	Is the schedule enabled or disabled?	'Disabled' 'Enabled'
triggerType	[Required] The schedule trigger type.	'Cron' 'Recurrence'

Cron

Name	Description	Value
expression	[Required] Specifies cron expression of schedule. The expression should follow NCronTab format.	string
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

Recurrence

Name	Description	Value
frequency	[Required] The frequency to trigger schedule.	'Day' 'Hour' 'Minute' 'Month' 'Week'
interval	[Required] Specifies schedule interval in conjunction with frequency	int
schedule	[Required] The recurrence schedule.	ComputeRecurrenceSchedule
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

ComputeRecurrenceSchedule

Name	Description	Value
hours	[Required] List of hours for the schedule.	int[] (required)
minutes	[Required] List of minutes for the schedule.	int[] (required)
monthDays	List of month days for the schedule	int[]
weekDays	List of days for the schedule.	String array containing any of: 'Friday' 'Monday' 'Saturday' 'Sunday' 'Thursday' 'Tuesday' 'Wednesday'

ScheduleBase

Name	Description	Value
id	A system assigned id for the schedule.	string
provisioningStatus	The current deployment state of schedule.	'Completed' 'Failed' 'Provisioning'
status	Is the schedule enabled or disabled?	'Disabled' 'Enabled'

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 Constraints: Sensitive value. Pass in as a secure parameter.
publicKeyData	Public key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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	KubernetesPropertiesInstanceTypes
namespace	Compute namespace	string
relayConnectionString	Relay connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
serviceBusConnectionString	ServiceBus connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
vcName	VC name.	string

KubernetesPropertiesInstanceTypes

Name	Description	Value
{customized property}		InstanceTypeSchema

InstanceTypeSchema

Name	Description	Value
nodeSelector	Node Selector	InstanceTypeSchemaNodeSelector
resources	Resource requests/limits for this instance type	InstanceTypeSchemaResources

InstanceTypeSchemaNodeSelector

Name	Description	Value
{customized property}		string

InstanceTypeSchemaResources

Name	Description	Value
limits	Resource limits for this instance type	InstanceResourceSchema
requests	Resource requests for this instance type	InstanceResourceSchema

InstanceResourceSchema

Name	Description	Value
{customized property}		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	This template creates a Machine Learning Service ADLA Compute.
Create a Machine Learning Service Aks Compute	This template creates a Machine Learning Service Aks Compute.
Create a Machine Learning Service DSVM Compute	This template creates a Machine Learning Service DSVM Compute.
Create a Machine Learning Service HDInsight cluster	This template creates a Machine Learning Service HDInsight cluster
Create an Azure Machine Learning aks compute	This template creates an Azure Machine Learning aks compute.
Create an Azure Machine Learning compute cluster	This template creates an Azure Machine Learning compute cluster.
Create an Azure Machine Learning compute instance	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	This template creates a LinkedService in an existing Azure Machine Learning workspace.
Create an AKS compute target with a Private IP address	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 with operations that target:

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@2024-07-01-preview"
  name = "string"
  location = "string"
  parent_id = "string"
  tags = {
    tagName1 = "tagValue1"
    tagName2 = "tagValue2"
  }
  identity {
    type = "string"
    identity_ids = []
  }
  body = jsonencode({
    properties = {
      computeLocation = "string"
      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"
    autologgerSettings = {
      mlflowAutologger = "string"
    }
    computeInstanceAuthorizationType = "personal"
    customServices = [
      {
        docker = {
          privileged = bool
        }
        endpoints = [
          {
            hostIp = "string"
            name = "string"
            protocol = "string"
            published = int
            target = int
          }
        ]
        environmentVariables = {
          {customized property} = {
            type = "local"
            value = "string"
          }
        }
        image = {
          reference = "string"
          type = "string"
          version = "string"
        }
        kernel = {
          argv = [
            "string"
          ]
          displayName = "string"
          language = "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
    enableOSPatching = bool
    enableRootAccess = bool
    enableSSO = bool
    idleTimeBeforeShutdown = "string"
    personalComputeInstanceSettings = {
      assignedUser = {
        objectId = "string"
        tenantId = "string"
      }
    }
    releaseQuotaOnStop = bool
    schedules = {
      computeStartStop = [
        {
          action = "string"
          cron = {
            expression = "string"
            startTime = "string"
            timeZone = "string"
          }
          recurrence = {
            frequency = "string"
            interval = int
            schedule = {
              hours = [
                int
              ]
              minutes = [
                int
              ]
              monthDays = [
                int
              ]
              weekDays = [
                "string"
              ]
            }
            startTime = "string"
            timeZone = "string"
          }
          schedule = {
            id = "string"
            provisioningStatus = "string"
            status = "string"
          }
          status = "string"
          triggerType = "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 = {
      {customized property} = {
        nodeSelector = {
          {customized property} = "string"
        }
        resources = {
          limits = {
            {customized property} = "string"
          }
          requests = {
            {customized property} = "string"
          }
        }
      }
    }
    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@2024-07-01-preview"
name	The resource name	string (required) Character limit: 3-24 for compute instance 3-32 for AML compute 2-16 for other compute types 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.

UserAssignedIdentities

Name	Description	Value
{customized property}		UserAssignedIdentity

UserAssignedIdentity

This object doesn't contain any properties to set during deployment. All properties are ReadOnly.

Compute

Name	Description	Value
computeLocation	Location for the underlying compute	string
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 Constraints: Min value = 0
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 Constraints: Pattern = `^(?:(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]\|2[0-4][0-9]\|[01]?[0-9][0-9]?)$`
dockerBridgeCidr	A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
serviceCidr	A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges.	string Constraints: Pattern = `^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]\|[1-2][0-9]\|3[0-2]))?$`
subnetId	Virtual network subnet resource ID the compute nodes belong to	string

SslConfiguration

Name	Description	Value
cert	Cert data	string Constraints: Sensitive value. Pass in as a secure parameter.
cname	CNAME of the cert	string
key	Key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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 Constraints: Sensitive value. Pass in as a secure parameter.
adminUserSshPublicKey	SSH public key of the administrator user account.	string Constraints: Sensitive value. Pass in as a secure parameter.

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"
autologgerSettings	Specifies settings for autologger.	ComputeInstanceAutologgerSettings
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
enableOSPatching	Enable Auto OS Patching. Possible values are: true, false.	bool
enableRootAccess	Enable root access. Possible values are: true, false.	bool
enableSSO	Enable SSO (single sign on). Possible values are: true, false.	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
releaseQuotaOnStop	Release quota if compute instance stopped. Possible values are: true - release quota if compute instance stopped. false - don't release quota when compute instance stopped.	bool
schedules	The list of schedules to be applied on the computes.	ComputeSchedules
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

ComputeInstanceAutologgerSettings

Name	Description	Value
mlflowAutologger	Indicates whether mlflow autologger is enabled for notebooks.	"Disabled" "Enabled"

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	CustomServiceEnvironmentVariables
image	Describes the Image Specifications	Image
kernel	Describes the jupyter kernel settings for the image if its a custom environment	JupyterKernelConfig
name	Name of the Custom Service	string
volumes	Configuring the volumes for the container	VolumeDefinition[]
{customized property}

Docker

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

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

CustomServiceEnvironmentVariables

Name	Description	Value
{customized property}		EnvironmentVariable

EnvironmentVariable

Name	Description	Value
type	Type of the Environment Variable. Possible values are: local - For local variable	"local"
value	Value of the Environment variable	string
{customized property}

Image

Name	Description	Value
reference	Image reference URL if type is docker. Environment name if type is azureml	string
type	Type of the image. Possible values are: docker - For docker images. azureml - For AzureML Environment images (custom and curated)	"azureml" "docker"
version	Version of image being used. If latest then skip this field	string
{customized property}

JupyterKernelConfig

Name	Description	Value
argv	Argument to the the runtime	string[]
displayName	Display name of the kernel	string
language	Language of the kernel [Example value: python]	string

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)

ComputeSchedules

Name	Description	Value
computeStartStop	The list of compute start stop schedules to be applied.	ComputeStartStopSchedule[]

ComputeStartStopSchedule

Name	Description	Value
action	[Required] The compute power action.	"Start" "Stop"
cron	Required if triggerType is Cron.	Cron
recurrence	Required if triggerType is Recurrence.	Recurrence
schedule	[Deprecated] Not used any more.	ScheduleBase
status	Is the schedule enabled or disabled?	"Disabled" "Enabled"
triggerType	[Required] The schedule trigger type.	"Cron" "Recurrence"

Cron

Name	Description	Value
expression	[Required] Specifies cron expression of schedule. The expression should follow NCronTab format.	string
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

Recurrence

Name	Description	Value
frequency	[Required] The frequency to trigger schedule.	"Day" "Hour" "Minute" "Month" "Week"
interval	[Required] Specifies schedule interval in conjunction with frequency	int
schedule	[Required] The recurrence schedule.	ComputeRecurrenceSchedule
startTime	The start time in yyyy-MM-ddTHH:mm:ss format.	string
timeZone	Specifies time zone in which the schedule runs. TimeZone should follow Windows time zone format. Refer: /windows-hardware/manufacture/desktop/default-time-zones />	string

ComputeRecurrenceSchedule

Name	Description	Value
hours	[Required] List of hours for the schedule.	int[] (required)
minutes	[Required] List of minutes for the schedule.	int[] (required)
monthDays	List of month days for the schedule	int[]
weekDays	List of days for the schedule.	String array containing any of: "Friday" "Monday" "Saturday" "Sunday" "Thursday" "Tuesday" "Wednesday"

ScheduleBase

Name	Description	Value
id	A system assigned id for the schedule.	string
provisioningStatus	The current deployment state of schedule.	"Completed" "Failed" "Provisioning"
status	Is the schedule enabled or disabled?	"Disabled" "Enabled"

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 Constraints: Sensitive value. Pass in as a secure parameter.
publicKeyData	Public key data	string Constraints: Sensitive value. Pass in as a secure parameter.
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	KubernetesPropertiesInstanceTypes
namespace	Compute namespace	string
relayConnectionString	Relay connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
serviceBusConnectionString	ServiceBus connection string.	string Constraints: Sensitive value. Pass in as a secure parameter.
vcName	VC name.	string

KubernetesPropertiesInstanceTypes

Name	Description	Value
{customized property}		InstanceTypeSchema

InstanceTypeSchema

Name	Description	Value
nodeSelector	Node Selector	InstanceTypeSchemaNodeSelector
resources	Resource requests/limits for this instance type	InstanceTypeSchemaResources

InstanceTypeSchemaNodeSelector

Name	Description	Value
{customized property}		string

InstanceTypeSchemaResources

Name	Description	Value
limits	Resource limits for this instance type	InstanceResourceSchema
requests	Resource requests for this instance type	InstanceResourceSchema

InstanceResourceSchema

Name	Description	Value
{customized property}		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"

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Microsoft.MachineLearningServices workspaces/computes

Bicep resource definition

Resource format

Compute objects

Property values

workspaces/computes

ManagedServiceIdentity

UserAssignedIdentities

UserAssignedIdentity

Compute

AKS

AKSSchemaProperties

AksNetworkingConfiguration

SslConfiguration

AmlCompute

AmlComputeProperties

ScaleSettings

ResourceId

UserAccountCredentials

VirtualMachineImage

ComputeInstance

ComputeInstanceProperties

ComputeInstanceAutologgerSettings

CustomService

Docker

Endpoint

CustomServiceEnvironmentVariables

EnvironmentVariable

Image

JupyterKernelConfig

VolumeDefinition

BindOptions

TmpfsOptions

VolumeOptions

PersonalComputeInstanceSettings

AssignedUser

ComputeSchedules

ComputeStartStopSchedule

Cron

Recurrence

ComputeRecurrenceSchedule

ScheduleBase

SetupScripts

ScriptsToExecute

ScriptReference

ComputeInstanceSshSettings

Databricks

DatabricksProperties

DataFactory

DataLakeAnalytics

DataLakeAnalyticsSchemaProperties

HDInsight

HDInsightProperties

VirtualMachineSshCredentials

Kubernetes

KubernetesProperties

KubernetesPropertiesInstanceTypes

InstanceTypeSchema

InstanceTypeSchemaNodeSelector

InstanceTypeSchemaResources

InstanceResourceSchema

SynapseSpark

SynapseSparkProperties

AutoPauseProperties

AutoScaleProperties

VirtualMachine

VirtualMachineSchemaProperties

Sku

Quickstart templates

ARM template resource definition

Resource format

Compute objects

Property values

workspaces/computes

ManagedServiceIdentity

UserAssignedIdentities

UserAssignedIdentity

Compute

AKS