SageMaker / Client / update_feature_group

update_feature_group

SageMaker.Client.update_feature_group(**kwargs)

Updates the feature group by either adding features or updating the online store configuration. Use one of the following request parameters at a time while using the UpdateFeatureGroup API.

You can add features for your feature group using the FeatureAdditions request parameter. Features cannot be removed from a feature group.

You can update the online store configuration by using the OnlineStoreConfig request parameter. If a TtlDuration is specified, the default TtlDuration applies for all records added to the feature group after the feature group is updated. If a record level TtlDuration exists from using the PutRecord API, the record level TtlDuration applies to that record instead of the default TtlDuration. To remove the default TtlDuration from an existing feature group, use the UpdateFeatureGroup API and set the TtlDuration Unit and Value to null.

See also: AWS API Documentation

Request Syntax

response = client.update_feature_group(
    FeatureGroupName='string',
    FeatureAdditions=[
        {
            'FeatureName': 'string',
            'FeatureType': 'Integral'|'Fractional'|'String',
            'CollectionType': 'List'|'Set'|'Vector',
            'CollectionConfig': {
                'VectorConfig': {
                    'Dimension': 123
                }
            }
        },
    ],
    OnlineStoreConfig={
        'TtlDuration': {
            'Unit': 'Seconds'|'Minutes'|'Hours'|'Days'|'Weeks',
            'Value': 123
        }
    },
    ThroughputConfig={
        'ThroughputMode': 'OnDemand'|'Provisioned',
        'ProvisionedReadCapacityUnits': 123,
        'ProvisionedWriteCapacityUnits': 123
    }
)

Parameters:

• FeatureGroupName (string) –

  [REQUIRED]

  The name or Amazon Resource Name (ARN) of the feature group that you’re updating.

• FeatureAdditions (list) –

  Updates the feature group. Updating a feature group is an asynchronous operation. When you get an HTTP 200 response, you’ve made a valid request. It takes some time after you’ve made a valid request for Feature Store to update the feature group.

  • (dict) –

    A list of features. You must include FeatureName and FeatureType. Valid feature FeatureType``s are ``Integral, Fractional and String.

    • FeatureName (string) – [REQUIRED]

      The name of a feature. The type must be a string. FeatureName cannot be any of the following: is_deleted, write_time, api_invocation_time.

    • FeatureType (string) – [REQUIRED]

      The value type of a feature. Valid values are Integral, Fractional, or String.

    • CollectionType (string) –

      A grouping of elements where each element within the collection must have the same feature type ( String, Integral, or Fractional).

      • List: An ordered collection of elements.

      • Set: An unordered collection of unique elements.

      • Vector: A specialized list that represents a fixed-size array of elements. The vector dimension is determined by you. Must have elements with fractional feature types.

    • CollectionConfig (dict) –

      Configuration for your collection.

      Note

      This is a Tagged Union structure. Only one of the following top level keys can be set: VectorConfig.

      • VectorConfig (dict) –

        Configuration for your vector collection type.

        • Dimension: The number of elements in your vector.

        • Dimension (integer) – [REQUIRED]

          The number of elements in your vector.

• OnlineStoreConfig (dict) –

  Updates the feature group online store configuration.

  • TtlDuration (dict) –

    Time to live duration, where the record is hard deleted after the expiration time is reached; ExpiresAt = EventTime + TtlDuration. For information on HardDelete, see the DeleteRecord API in the Amazon SageMaker API Reference guide.

    • Unit (string) –

      TtlDuration time unit.

    • Value (integer) –

      TtlDuration time value.

• ThroughputConfig (dict) –

  The new throughput configuration for the feature group. You can switch between on-demand and provisioned modes or update the read / write capacity of provisioned feature groups. You can switch a feature group to on-demand only once in a 24 hour period.

  • ThroughputMode (string) –

    Target throughput mode of the feature group. Throughput update is an asynchronous operation, and the outcome should be monitored by polling LastUpdateStatus field in DescribeFeatureGroup response. You cannot update a feature group’s throughput while another update is in progress.

  • ProvisionedReadCapacityUnits (integer) –

    For provisioned feature groups with online store enabled, this indicates the read throughput you are billed for and can consume without throttling.

  • ProvisionedWriteCapacityUnits (integer) –

    For provisioned feature groups, this indicates the write throughput you are billed for and can consume without throttling.

Return type:

dict

Returns:

Response Syntax

{
    'FeatureGroupArn': 'string'
}

Response Structure

• (dict) –

  • FeatureGroupArn (string) –

    The Amazon Resource Number (ARN) of the feature group that you’re updating.

Exceptions

• SageMaker.Client.exceptions.ResourceNotFound

• SageMaker.Client.exceptions.ResourceLimitExceeded