New-AzMLWorkspace

Creates or updates a workspace with the specified parameters.

Syntax

New-AzMLWorkspace
   -Name <String>
   -ResourceGroupName <String>
   [-SubscriptionId <String>]
   [-AllowPublicAccessWhenBehindVnet]
   [-ApplicationInsightId <String>]
   [-AssociatedWorkspace <String[]>]
   [-ComputeRuntimeSparkRuntimeVersion <String>]
   [-ContainerRegistryId <String>]
   [-CosmoDbCollectionsThroughput <Int32>]
   [-Description <String>]
   [-DiscoveryUrl <String>]
   [-EnableDataIsolation]
   [-EncryptionStatus <EncryptionStatus>]
   [-EncryptionUserAssignedIdentity <String>]
   [-FeatureStoreSettingOfflineStoreConnectionName <String>]
   [-FeatureStoreSettingOnlineStoreConnectionName <String>]
   [-FriendlyName <String>]
   [-HbiWorkspace]
   [-HubResourceId <String>]
   [-IdentityType <ManagedServiceIdentityType>]
   [-IdentityUserAssigned <Hashtable>]
   [-ImageBuildCompute <String>]
   [-KeyVaultArmId <String>]
   [-KeyVaultId <String>]
   [-KeyVaultIdentityClientId <String>]
   [-KeyVaultKeyIdentifier <String>]
   [-Kind <WorkspaceType>]
   [-Location <String>]
   [-ManagedNetworkIsolationMode <IsolationMode>]
   [-ManagedNetworkOutboundRule <Hashtable>]
   [-PrimaryUserAssignedIdentity <String>]
   [-PublicNetworkAccess <PublicNetworkAccess>]
   [-ServerlessComputeSettingServerlessComputeCustomSubnet <String>]
   [-ServerlessComputeSettingServerlessComputeNoPublicIP]
   [-SharedPrivateLinkResource <ISharedPrivateLinkResource[]>]
   [-SkuCapacity <Int32>]
   [-SkuFamily <String>]
   [-SkuName <String>]
   [-SkuSize <String>]
   [-SkuTier <SkuTier>]
   [-Status <ManagedNetworkStatus>]
   [-StatusSparkReady]
   [-StorageAccountId <String>]
   [-Tag <Hashtable>]
   [-V1LegacyMode]
   [-WorkspaceHubConfigAdditionalWorkspaceStorageAccount <String[]>]
   [-WorkspaceHubConfigDefaultWorkspaceResourceGroup <String>]
   [-DefaultProfile <PSObject>]
   [-AsJob]
   [-NoWait]
   [-WhatIf]
   [-Confirm]
   [<CommonParameters>]

Description

Creates or updates a workspace with the specified parameters.

Examples

Example 1: Creates or updates a workspace with the specified parameters

New-AzMLWorkspace -ResourceGroupName ml-rg-test -Name mlwork01 -Location eastus -ApplicationInsightId "/subscriptions/9e223dbe-3399-4e19-88eb-0975f02ac87f/resourcegroups/ml-rg-test/providers/microsoft.insights/components/insightsmlworkspace" -KeyVaultId "/subscriptions/9e223dbe-3399-4e19-88eb-0975f02ac87f/resourcegroups/ml-rg-test/providers/microsoft.keyvault/vaults/kmlworkspace" -StorageAccountId "/subscriptions/9e223dbe-3399-4e19-88eb-0975f02ac87f/resourcegroups/ml-rg-test/providers/microsoft.storage/storageaccounts/storagemlworkspace01" -IdentityType 'SystemAssigned' -Kind 'Default'

Name     SystemDataCreatedAt SystemDataCreatedBy   SystemDataCreatedByType SystemDataLastModifiedAt SystemDataLastModifiedBy SystemDataLastModifiedByType Kind    Location ResourceGroupName     
----     ------------------- -------------------   ----------------------- ------------------------ ------------------------ ---------------------------- ----    -------- -----------------     
mlwork01 6/6/2024 9:40:20 AM user@example.com      User                    6/7/2024 3:57:23 AM      user@example.com         User                         Default eastus   ml-rg-test

This command creates a workspace with the specified parameters.

Parameters

-AllowPublicAccessWhenBehindVnet

The flag to indicate whether to allow public access when behind VNet.

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ApplicationInsightId

ARM id of the application insights associated with this workspace.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-AsJob

Run the command as a job

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-AssociatedWorkspace

.

Type:String[]
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ComputeRuntimeSparkRuntimeVersion

.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Confirm

Prompts you for confirmation before running the cmdlet.

Type:SwitchParameter
Aliases:cf
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ContainerRegistryId

ARM id of the container registry associated with this workspace.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-CosmoDbCollectionsThroughput

The throughput of the collections in cosmosdb database

Type:Int32
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-DefaultProfile

The DefaultProfile parameter is not functional. Use the SubscriptionId parameter when available if executing the cmdlet against a different subscription.

Type:PSObject
Aliases:AzureRMContext, AzureCredential
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Description

The description of this workspace.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-DiscoveryUrl

Url for the discovery service to identify regional endpoints for machine learning experimentation services

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-EnableDataIsolation

.

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-EncryptionStatus

Indicates whether or not the encryption is enabled for the workspace.

Type:EncryptionStatus
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-EncryptionUserAssignedIdentity

The ArmId of the user assigned identity that will be used to access the customer managed key vault

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-FeatureStoreSettingOfflineStoreConnectionName

.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-FeatureStoreSettingOnlineStoreConnectionName

.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-FriendlyName

The friendly name for this workspace. This name in mutable

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-HbiWorkspace

The flag to signal HBI data in the workspace and reduce diagnostic data collected by the service

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-HubResourceId

.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-IdentityType

Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).

Type:ManagedServiceIdentityType
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-IdentityUserAssigned

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.

Type:Hashtable
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ImageBuildCompute

The compute name for image build

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-KeyVaultArmId

The ArmId of the keyVault where the customer owned encryption key is present.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-KeyVaultId

ARM id of the key vault associated with this workspace. This cannot be changed once the workspace has been created

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-KeyVaultIdentityClientId

For future use - The client id of the identity which will be used to access key vault.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-KeyVaultKeyIdentifier

Key vault uri to access the encryption key.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Kind

Type of workspace. Possible values: Default, Hub, Project, FeatureStore.

Type:WorkspaceType
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Location

Specifies the location of the resource.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ManagedNetworkIsolationMode

Isolation mode for the managed network of a machine learning workspace.

Type:IsolationMode
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ManagedNetworkOutboundRule

Dictionary of <OutboundRule>

Type:Hashtable
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Name

Name of Azure Machine Learning workspace.

Type:String
Aliases:WorkspaceName
Position:Named
Default value:None
Required:True
Accept pipeline input:False
Accept wildcard characters:False

-NoWait

Run the command asynchronously

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-PrimaryUserAssignedIdentity

The user assigned identity resource id that represents the workspace identity.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-PublicNetworkAccess

Whether requests from Public Network are allowed.

Type:PublicNetworkAccess
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ResourceGroupName

The name of the resource group. The name is case insensitive.

Type:String
Position:Named
Default value:None
Required:True
Accept pipeline input:False
Accept wildcard characters:False

-ServerlessComputeSettingServerlessComputeCustomSubnet

The resource ID of an existing virtual network subnet in which serverless compute nodes should be deployed

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-ServerlessComputeSettingServerlessComputeNoPublicIP

The flag to signal if serverless compute nodes deployed in custom vNet would have no public IP addresses for a workspace with private endpoint

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SharedPrivateLinkResource

The list of shared private link resources in this workspace. To construct, see NOTES section for SHAREDPRIVATELINKRESOURCE properties and create a hash table.

Type:ISharedPrivateLinkResource[]
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SkuCapacity

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.

Type:Int32
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SkuFamily

If the service has different generations of hardware, for the same SKU, then that can be captured here.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SkuName

The name of the SKU. Ex - P3. It is typically a letter+number code

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SkuSize

The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SkuTier

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.

Type:SkuTier
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Status

Status for the managed network of a machine learning workspace.

Type:ManagedNetworkStatus
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-StatusSparkReady

.

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-StorageAccountId

ARM id of the storage account associated with this workspace. This cannot be changed once the workspace has been created

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-SubscriptionId

The ID of the target subscription.

Type:String
Position:Named
Default value:(Get-AzContext).Subscription.Id
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-Tag

Contains resource tags defined as key/value pairs.

Type:Hashtable
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-V1LegacyMode

Enabling v1_legacy_mode may prevent you from using features provided by the v2 API.

Type:SwitchParameter
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-WhatIf

Shows what would happen if the cmdlet runs. The cmdlet is not run.

Type:SwitchParameter
Aliases:wi
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-WorkspaceHubConfigAdditionalWorkspaceStorageAccount

.

Type:String[]
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

-WorkspaceHubConfigDefaultWorkspaceResourceGroup

.

Type:String
Position:Named
Default value:None
Required:False
Accept pipeline input:False
Accept wildcard characters:False

Outputs

IWorkspace