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

Inherits:

Struct

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

Includes:

Aws::Structure

Defined in:

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 ‘Feature`s.

• #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 '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

#description ⇒ String

A free form description of a ‘FeatureGroup`.

Returns:

• (String)

# File '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_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 '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_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 '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_definitions ⇒ Array<Types::FeatureDefinition>

A list of ‘Feature`s. Each `Feature` must include a `FeatureName` and a `FeatureType`.

Valid ‘FeatureType`s are `Integral`, `Fractional` and `String`.

‘FeatureName`s cannot be any of the following: `is_deleted`, `write_time`, `api_invocation_time`.

You can create up to 2,500 ‘FeatureDefinition`s per `FeatureGroup`.

Returns:

• (Array<Types::FeatureDefinition>)

# File '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_arn ⇒ String

The Amazon Resource Name (ARN) of a ‘FeatureGroup`.

Returns:

• (String)

# File '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_name ⇒ String

The name of the ‘FeatureGroup`.

Returns:

• (String)

# File '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_status ⇒ String

A ‘FeatureGroup` status.

Returns:

• (String)

# File '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_time ⇒ Time

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

Returns:

• (Time)

# File '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_status ⇒ Types::LastUpdateStatus

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

Returns:

• (Types::LastUpdateStatus)

# File '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_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 '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_status ⇒ Types::OfflineStoreStatus

The status of ‘OfflineStore`.

Returns:

• (Types::OfflineStoreStatus)

# File '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_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 '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_name ⇒ String

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

Returns:

• (String)

# File '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_arn ⇒ String

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

Returns:

• (String)

# File '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

#tags ⇒ Array<Types::Tag>

Tags used to define a ‘FeatureGroup`.

Returns:

• (Array<Types::Tag>)

# File '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