Personalize / Client / create_dataset_group

create_dataset_group#

Personalize.Client.create_dataset_group(**kwargs)#

Creates an empty dataset group. A dataset group is a container for Amazon Personalize resources. A dataset group can contain at most three datasets, one for each type of dataset:

  • Item interactions

  • Items

  • Users

  • Actions

  • Action interactions

A dataset group can be a Domain dataset group, where you specify a domain and use pre-configured resources like recommenders, or a Custom dataset group, where you use custom resources, such as a solution with a solution version, that you deploy with a campaign. If you start with a Domain dataset group, you can still add custom resources such as solutions and solution versions trained with recipes for custom use cases and deployed with campaigns.

A dataset group can be in one of the following states:

  • CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED

  • DELETE PENDING

To get the status of the dataset group, call DescribeDatasetGroup. If the status shows as CREATE FAILED, the response includes a failureReason key, which describes why the creation failed.

Note

You must wait until the status of the dataset group is ACTIVE before adding a dataset to the group.

You can specify an Key Management Service (KMS) key to encrypt the datasets in the group. If you specify a KMS key, you must also include an Identity and Access Management (IAM) role that has permission to access the key.

APIs that require a dataset group ARN in the request

Related APIs

See also: AWS API Documentation

Request Syntax

response = client.create_dataset_group(
    name='string',
    roleArn='string',
    kmsKeyArn='string',
    domain='ECOMMERCE'|'VIDEO_ON_DEMAND',
    tags=[
        {
            'tagKey': 'string',
            'tagValue': 'string'
        },
    ]
)
Parameters:

  • name (string) –

    [REQUIRED]

    The name for the new dataset group.

  • roleArn (string) – The ARN of the Identity and Access Management (IAM) role that has permissions to access the Key Management Service (KMS) key. Supplying an IAM role is only valid when also specifying a KMS key.

  • kmsKeyArn (string) – The Amazon Resource Name (ARN) of a Key Management Service (KMS) key used to encrypt the datasets.

  • domain (string) – The domain of the dataset group. Specify a domain to create a Domain dataset group. The domain you specify determines the default schemas for datasets and the use cases available for recommenders. If you don’t specify a domain, you create a Custom dataset group with solution versions that you deploy with a campaign.

  • tags (list) –

    A list of tags to apply to the dataset group.

    • (dict) –

      The optional metadata that you apply to resources to help you categorize and organize them. Each tag consists of a key and an optional value, both of which you define. For more information see Tagging Amazon Personalize recources.

      • tagKey (string) – [REQUIRED]

        One part of a key-value pair that makes up a tag. A key is a general label that acts like a category for more specific tag values.

      • tagValue (string) – [REQUIRED]

        The optional part of a key-value pair that makes up a tag. A value acts as a descriptor within a tag category (key).

Return type:

dict

Returns:

Response Syntax

{
    'datasetGroupArn': 'string',
    'domain': 'ECOMMERCE'|'VIDEO_ON_DEMAND'
}

Response Structure

  • (dict) –

    • datasetGroupArn (string) –

      The Amazon Resource Name (ARN) of the new dataset group.

    • domain (string) –

      The domain for the new Domain dataset group.

Exceptions

  • Personalize.Client.exceptions.InvalidInputException

  • Personalize.Client.exceptions.ResourceAlreadyExistsException

  • Personalize.Client.exceptions.LimitExceededException

  • Personalize.Client.exceptions.TooManyTagsException