AWS SDK Version 3 for .NET
API Reference

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Container for the parameters to the CreateFeatureGroup operation. Create a new FeatureGroup. A FeatureGroup is a group of Features defined in the FeatureStore to describe a Record.

The FeatureGroup defines the schema and features contained in the FeatureGroup. A FeatureGroup definition is composed of a list of Features, a RecordIdentifierFeatureName, an EventTimeFeatureName and configurations for its OnlineStore and OfflineStore. Check Amazon Web Services service quotas to see the FeatureGroups quota for your Amazon Web Services account.

Note that it can take approximately 10-15 minutes to provision an OnlineStore FeatureGroup with the InMemory StorageType.

You must include at least one of OnlineStoreConfig and OfflineStoreConfig to create a FeatureGroup.

Inheritance Hierarchy

System.Object
  Amazon.Runtime.AmazonWebServiceRequest
    Amazon.SageMaker.AmazonSageMakerRequest
      Amazon.SageMaker.Model.CreateFeatureGroupRequest

Namespace: Amazon.SageMaker.Model
Assembly: AWSSDK.SageMaker.dll
Version: 3.x.y.z

Syntax

C#
public class CreateFeatureGroupRequest : AmazonSageMakerRequest
         IAmazonWebServiceRequest

The CreateFeatureGroupRequest type exposes the following members

Constructors

NameDescription
Public Method CreateFeatureGroupRequest()

Properties

NameTypeDescription
Public Property Description System.String

Gets and sets the property Description.

A free-form description of a FeatureGroup.

Public Property EventTimeFeatureName System.String

Gets and sets the property EventTimeFeatureName.

The name of the feature that stores the EventTime of a Record in a FeatureGroup.

An EventTime is a point in time when a new event occurs that corresponds to the creation or update of a Record in a FeatureGroup. All Records in the FeatureGroup must have a corresponding EventTime.

An EventTime can be a String or Fractional.

  • Fractional: EventTime feature values must be a Unix timestamp in seconds.

  • String: EventTime feature values must be an ISO-8601 string in the format. The following formats are supported yyyy-MM-dd'T'HH:mm:ssZ and yyyy-MM-dd'T'HH:mm:ss.SSSZ where yyyy, MM, and dd represent the year, month, and day respectively and HH, mm, ss, and if applicable, SSS represent the hour, month, second and milliseconds respsectively. 'T' and Z are constants.

Public Property FeatureDefinitions System.Collections.Generic.List<Amazon.SageMaker.Model.FeatureDefinition>

Gets and sets the property FeatureDefinitions.

A list of Feature names and types. Name and Type is compulsory per Feature.

Valid feature FeatureTypes are Integral, Fractional and String.

FeatureNames cannot be any of the following: is_deleted, write_time, api_invocation_time

You can create up to 2,500 FeatureDefinitions per FeatureGroup.

Public Property FeatureGroupName System.String

Gets and sets the property FeatureGroupName.

The name of the FeatureGroup. The name must be unique within an Amazon Web Services Region in an Amazon Web Services account.

The name:

  • Must start with an alphanumeric character.

  • Can only include alphanumeric characters, underscores, and hyphens. Spaces are not allowed.

Public Property OfflineStoreConfig Amazon.SageMaker.Model.OfflineStoreConfig

Gets and sets the property OfflineStoreConfig.

Use this to configure an OfflineFeatureStore. This parameter allows you to specify:

  • The Amazon Simple Storage Service (Amazon S3) location of an OfflineStore.

  • A configuration for an Amazon Web Services Glue or Amazon Web Services Hive data catalog.

  • An KMS encryption key to encrypt the Amazon S3 location used for OfflineStore. If KMS encryption key is not specified, by default we encrypt all data at rest using Amazon Web Services KMS key. By defining your bucket-level key for SSE, you can reduce Amazon Web Services KMS requests costs by up to 99 percent.

  • Format for the offline store table. Supported formats are Glue (Default) and Apache Iceberg.

To learn more about this parameter, see OfflineStoreConfig.

Public Property OnlineStoreConfig Amazon.SageMaker.Model.OnlineStoreConfig

Gets and sets the property OnlineStoreConfig.

You can turn the OnlineStore on or off by specifying True for the EnableOnlineStore flag in OnlineStoreConfig.

You can also include an Amazon Web Services KMS key ID (KMSKeyId) for at-rest encryption of the OnlineStore.

The default value is False.

Public Property RecordIdentifierFeatureName System.String

Gets and sets the property RecordIdentifierFeatureName.

The name of the Feature whose value uniquely identifies a Record defined in the FeatureStore. Only the latest record per identifier value will be stored in the OnlineStore. RecordIdentifierFeatureName must be one of feature definitions' names.

You use the RecordIdentifierFeatureName to access data in a FeatureStore.

This name:

  • Must start with an alphanumeric character.

  • Can only contains alphanumeric characters, hyphens, underscores. Spaces are not allowed.

Public Property RoleArn System.String

Gets and sets the property RoleArn.

The Amazon Resource Name (ARN) of the IAM execution role used to persist data into the OfflineStore if an OfflineStoreConfig is provided.

Public Property Tags System.Collections.Generic.List<Amazon.SageMaker.Model.Tag>

Gets and sets the property Tags.

Tags used to identify Features in each FeatureGroup.

Public Property ThroughputConfig Amazon.SageMaker.Model.ThroughputConfig

Gets and sets the property ThroughputConfig.

Version Information

.NET Core App:
Supported in: 3.1

.NET Standard:
Supported in: 2.0

.NET Framework:
Supported in: 4.5, 4.0, 3.5