Items - Create ML Model

Service:

MLModel

API Version:

v1

Creates a machine learning model in the specified workspace.
This API supports long running operations (LRO).

This API does not support create an machine learning model with definition.

Permissions

The caller must have contributor or higher workspace role.

Required Delegated Scopes

MLModel.ReadWrite.All or Item.ReadWrite.All

Limitations

• To create a machine learning model the workspace must be on a supported Fabric capacity. For more information see: Microsoft Fabric license types.

Microsoft Entra supported identities

This API supports the Microsoft identities listed in this section.

Identity	Support
User	Yes
Service principal and Managed identities	No

Interface

POST https://api.fabric.microsoft.com/v1/workspaces/{workspaceId}/mlModels

URI Parameters

Name	In	Required	Type	Description
workspaceId	path	True	string uuid	The workspace ID.

Request Body

Name	Required	Type	Description
displayName	True	string	The machine learning model display name. The display name must follow naming rules according to item type.
description		string	The machine learning model description. Maximum length is 256 characters.

Responses

Name	Type	Description
201 Created	MLModel	Successfully created
202 Accepted		Request accepted, machine learning model provisioning in progress. Headers Location: string x-ms-operation-id: string Retry-After: integer
Other Status Codes	ErrorResponse	Common error codes: InvalidItemType - Item type is invalid. ItemDisplayNameAlreadyInUse - Item display name is already used. CorruptedPayload - The provided payload is corrupted.

Examples

Create a machine learning model example

Sample request

HTTP

POST https://api.fabric.microsoft.com/v1/workspaces/cfafbeb1-8037-4d0c-896e-a46fb27ff229/mlModels

{
  "displayName": "MLModel_1",
  "description": "A machine learning model description."
}

Sample response

Status code:

201

{
  "displayName": "MLModel_1",
  "description": "A machine learning model description.",
  "type": "MLModel",
  "workspaceId": "cfafbeb1-8037-4d0c-896e-a46fb27ff229",
  "id": "5b218778-e7a5-4d73-8187-f10824047715"
}

Status code:

202

Location: https://api.fabric.microsoft.com/v1/operations/0acd697c-1550-43cd-b998-91bfbfbd47c6
x-ms-operation-id: 0acd697c-1550-43cd-b998-91bfbfbd47c6
Retry-After: 30

Definitions

Name	Description
CreateMLModelRequest	Create machine learning model request payload.
ErrorRelatedResource	The error related resource details object.
ErrorResponse	The error response.
ErrorResponseDetails	The error response details.
ItemType	The type of the item. Additional item types may be added over time.
MLModel	A machine learning model object.

CreateMLModelRequest

Object

Create machine learning model request payload.

Name	Type	Description
description	string	The machine learning model description. Maximum length is 256 characters.
displayName	string	The machine learning model display name. The display name must follow naming rules according to item type.

ErrorRelatedResource

Object

The error related resource details object.

Name	Type	Description
resourceId	string	The resource ID that's involved in the error.
resourceType	string	The type of the resource that's involved in the error.

ErrorResponse

Object

The error response.

Name	Type	Description
errorCode	string	A specific identifier that provides information about an error condition, allowing for standardized communication between our service and its users.
message	string	A human readable representation of the error.
moreDetails	ErrorResponseDetails[]	List of additional error details.
relatedResource	ErrorRelatedResource	The error related resource details.
requestId	string	ID of the request associated with the error.

ErrorResponseDetails

Object

The error response details.

Name	Type	Description
errorCode	string	A specific identifier that provides information about an error condition, allowing for standardized communication between our service and its users.
message	string	A human readable representation of the error.
relatedResource	ErrorRelatedResource	The error related resource details.

ItemType

Enumeration

The type of the item. Additional item types may be added over time.

Value	Description
Dashboard	PowerBI dashboard.
DataPipeline	A data pipeline.
Datamart	PowerBI datamart.
Environment	An environment.
Eventhouse	An eventhouse.
Eventstream	An eventstream.
GraphQLApi	An API for GraphQL item.
KQLDashboard	A KQL dashboard.
KQLDatabase	A KQL database.
KQLQueryset	A KQL queryset.
Lakehouse	A lakehouse.
MLExperiment	A machine learning experiment.
MLModel	A machine learning model.
MirroredDatabase	A mirrored database.
MirroredWarehouse	A mirrored warehouse.
MountedDataFactory	A MountedDataFactory.
Notebook	A notebook.
PaginatedReport	PowerBI paginated report.
Reflex	A Reflex.
Report	PowerBI report.
SQLDatabase	A SQLDatabase.
SQLEndpoint	An SQL endpoint.
SemanticModel	PowerBI semantic model.
SparkJobDefinition	A spark job definition.
Warehouse	A warehouse.

MLModel

Object

A machine learning model object.

Name	Type	Description
description	string	The item description.
displayName	string	The item display name.
id	string	The item ID.
type	ItemType	The item type.
workspaceId	string	The workspace ID.