Class: Aws::SageMaker::Types::FeatureGroup

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::FeatureGroup

Defined in:

gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb

Overview

Amazon SageMaker Feature Store stores features in a collection called Feature Group. A Feature Group can be visualized as a table which has rows, with a unique identifier for each row where each column in the table is a feature. In principle, a Feature Group is composed of features and values per features.

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #creation_time ⇒ Time

  The time a FeatureGroup was created.

• #description ⇒ String

  A free form description of a FeatureGroup.

• #event_time_feature_name ⇒ String

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

• #failure_reason ⇒ String

  The reason that the FeatureGroup failed to be replicated in the OfflineStore.

• #feature_definitions ⇒ Array<Types::FeatureDefinition>

  A list of Features.

• #feature_group_arn ⇒ String

  The Amazon Resource Name (ARN) of a FeatureGroup.

• #feature_group_name ⇒ String

  The name of the FeatureGroup.

• #feature_group_status ⇒ String

  A FeatureGroup status.

• #last_modified_time ⇒ Time

  A timestamp indicating the last time you updated the feature group.

• #last_update_status ⇒ Types::LastUpdateStatus

  A value that indicates whether the feature group was updated successfully.

• #offline_store_config ⇒ Types::OfflineStoreConfig

  The configuration of an OfflineStore.

• #offline_store_status ⇒ Types::OfflineStoreStatus

  The status of OfflineStore.

• #online_store_config ⇒ Types::OnlineStoreConfig

  Use this to specify the Amazon Web Services Key Management Service (KMS) Key ID, or KMSKeyId, for at rest data encryption.

• #record_identifier_feature_name ⇒ String

  The name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions.

• #role_arn ⇒ String

  The Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.

• #tags ⇒ Array<Types::Tag>

  Tags used to define a FeatureGroup.

Instance Attribute Details

#creation_time ⇒ Time

The time a FeatureGroup was created.

Returns:

• (Time)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#description ⇒ String

A free form description of a FeatureGroup.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#event_time_feature_name ⇒ String

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

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

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ String

The reason that the FeatureGroup failed to be replicated in the OfflineStore. This is failure may be due to a failure to create a FeatureGroup in or delete a FeatureGroup from the OfflineStore.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#feature_definitions ⇒ Array<Types::FeatureDefinition>

A list of Features. Each Feature must include a FeatureName and a FeatureType.

Valid 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.

Returns:

• (Array<Types::FeatureDefinition>)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_arn ⇒ String

The Amazon Resource Name (ARN) of a FeatureGroup.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_name ⇒ String

The name of the FeatureGroup.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_status ⇒ String

A FeatureGroup status.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_time ⇒ Time

A timestamp indicating the last time you updated the feature group.

Returns:

• (Time)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#last_update_status ⇒ Types::LastUpdateStatus

A value that indicates whether the feature group was updated successfully.

Returns:

• (Types::LastUpdateStatus)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#offline_store_config ⇒ Types::OfflineStoreConfig

The configuration of an OfflineStore.

Provide an OfflineStoreConfig in a request to CreateFeatureGroup to create an OfflineStore.

To encrypt an OfflineStore using at rest data encryption, specify Amazon Web Services Key Management Service (KMS) key ID, or KMSKeyId, in S3StorageConfig.

Returns:

• (Types::OfflineStoreConfig)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#offline_store_status ⇒ Types::OfflineStoreStatus

The status of OfflineStore.

Returns:

• (Types::OfflineStoreStatus)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#online_store_config ⇒ Types::OnlineStoreConfig

Use this to specify the Amazon Web Services Key Management Service (KMS) Key ID, or KMSKeyId, for at rest data encryption. You can turn OnlineStore on or off by specifying the EnableOnlineStore flag at General Assembly.

The default value is False.

Returns:

• (Types::OnlineStoreConfig)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#record_identifier_feature_name ⇒ String

The name of the Feature whose value uniquely identifies a Record defined in the FeatureGroup FeatureDefinitions.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#role_arn ⇒ String

The Amazon Resource Name (ARN) of the IAM execution role used to create the feature group.

Returns:

• (String)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#tags ⇒ Array<Types::Tag>

Tags used to define a FeatureGroup.

Returns:

• (Array<Types::Tag>)

# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19270

class FeatureGroup < Struct.new(
  :feature_group_arn,
  :feature_group_name,
  :record_identifier_feature_name,
  :event_time_feature_name,
  :feature_definitions,
  :creation_time,
  :last_modified_time,
  :online_store_config,
  :offline_store_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end