Workspace Class

Azure ML workspace.

Creating a Workspace object.


   from azure.ai.ml.entities import Workspace

   ws = Workspace(name="sample-ws", location="eastus", description="a sample workspace object")

Constructor

Workspace(*, name: str, description: str | None = None, tags: Dict[str, str] | None = None, display_name: str | None = None, location: str | None = None, resource_group: str | None = None, hbi_workspace: bool = False, storage_account: str | None = None, container_registry: str | None = None, key_vault: str | None = None, application_insights: str | None = None, customer_managed_key: CustomerManagedKey | None = None, image_build_compute: str | None = None, public_network_access: str | None = None, network_acls: NetworkAcls | None = None, identity: IdentityConfiguration | None = None, primary_user_assigned_identity: str | None = None, managed_network: ManagedNetwork | None = None, provision_network_now: bool | None = None, system_datastores_auth_mode: str | None = None, enable_data_isolation: bool = False, allow_roleassignment_on_rg: bool | None = None, hub_id: str | None = None, workspace_hub: str | None = None, serverless_compute: ServerlessComputeSettings | None = None, **kwargs: Any)

Parameters

Name	Description
kwargs Required	dict A dictionary of additional configuration parameters.

Keyword-Only Parameters

Name	Description
name	str Name of the workspace.
description	str Description of the workspace. Default value: None
tags	dict Tags of the workspace. Default value: None
display_name	str Display name for the workspace. This is non-unique within the resource group. Default value: None
location	str The location to create the workspace in. If not specified, the same location as the resource group will be used. Default value: None
resource_group	str Name of resource group to create the workspace in. Default value: None
hbi_workspace	bool Whether the customer data is of high business impact (HBI), containing sensitive business information. For more information, see https://learn.microsoft.com/azure/machine-learning/concept-data-encryption#encryption-at-rest. Default value: False
storage_account	str The resource ID of an existing storage account to use instead of creating a new one. Default value: None
container_registry	str The resource ID of an existing container registry to use instead of creating a new one. Default value: None
key_vault	str The resource ID of an existing key vault to use instead of creating a new one. Default value: None
application_insights	str The resource ID of an existing application insights to use instead of creating a new one. Default value: None
customer_managed_key	CustomerManagedKey Key vault details for encrypting data with customer-managed keys. If not specified, Microsoft-managed keys will be used by default. Default value: None
image_build_compute	str The name of the compute target to use for building environment Docker images with the container registry is behind a VNet. Default value: None
public_network_access	str Whether to allow public endpoint connectivity when a workspace is private link enabled. Default value: None
network_acls	NetworkAcls The network access control list (ACL) settings of the workspace. Default value: None
identity	IdentityConfiguration workspace's Managed Identity (user assigned, or system assigned) Default value: None
primary_user_assigned_identity	str The workspace's primary user assigned identity Default value: None
managed_network	ManagedNetwork workspace's Managed Network configuration Default value: None
provision_network_now	Optional[bool] Set to trigger the provisioning of the managed vnet with the default options when creating a workspace with the managed vnet enable, or else it does nothing Default value: None
system_datastores_auth_mode	str The authentication mode for system datastores. Default value: None
enable_data_isolation	bool A flag to determine if workspace has data isolation enabled. The flag can only be set at the creation phase, it can't be updated. Default value: False
allow_roleassignment_on_rg	Optional[bool] Determine whether allow workspace role assignment on resource group level. Default value: None
serverless_compute	The serverless compute settings for the workspace. Default value: None
workspace_hub	Optional[str] Deprecated resource ID of an existing workspace hub to help create project workspace. Use the Project class instead now. Default value: None
hub_id	Default value: None

Methods

dump	Dump the workspace spec into a file in yaml format.

dump

Dump the workspace spec into a file in yaml format.

dump(dest: str | PathLike | IO, **kwargs: Any) -> None

Parameters

Name	Description
dest Required	Union[<xref:PathLike>, str, IO[AnyStr]] The destination to receive this workspace's spec. Must be either a path to a local file, or an already-open file stream. If dest is a file path, a new file will be created, and an exception is raised if the file exists. If dest is an open file, the file will be written to directly, and an exception will be raised if the file is not writable.

Attributes

base_path

The base path of the resource.

Returns

Type	Description
str	The base path of the resource.

creation_context

The creation context of the resource.

Returns

Type	Description
Optional[SystemData]	The creation metadata for the resource.

discovery_url

Backend service base URLs for the workspace.

Returns

Type	Description
str	Backend service URLs of the workspace

id

The resource ID.

Returns

Type	Description
Optional[str]	The global ID of the resource, an Azure Resource Manager (ARM) ID.

mlflow_tracking_uri

MLflow tracking uri for the workspace.

Returns

Type	Description
str	Returns mlflow tracking uri of the workspace.

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