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

Inherits:
Struct
  • Object
show all
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.

Constant Summary collapse

SENSITIVE =
[]

Instance Attribute Summary collapse

Instance Attribute Details

#creation_timeTime

The time a FeatureGroup was created.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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

#descriptionString

A free form description of a FeatureGroup.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_nameString

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)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_reasonString

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)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_definitionsArray<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:



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_arnString

The Amazon Resource Name (ARN) of a FeatureGroup.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_nameString

The name of the FeatureGroup.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_statusString

A FeatureGroup status.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_timeTime

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

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_statusTypes::LastUpdateStatus

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



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_configTypes::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.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_statusTypes::OfflineStoreStatus

The status of OfflineStore.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_configTypes::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.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_nameString

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

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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_arnString

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

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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

#tagsArray<Types::Tag>

Tags used to define a FeatureGroup.

Returns:



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 21723

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