Class: Aws::SageMaker::Types::DescribeFeatureGroupResponse

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::DescribeFeatureGroupResponse

Includes:

Aws::Structure

Defined in:

lib/aws-sdk-sagemaker/types.rb

Overview

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #creation_time ⇒ Time

  A timestamp indicating when SageMaker created the ‘FeatureGroup`.

• #description ⇒ String

  A free form description of the feature group.

• #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 the ‘Features` in the `FeatureGroup`.

• #feature_group_arn ⇒ String

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

• #feature_group_name ⇒ String

  he name of the ‘FeatureGroup`.

• #feature_group_status ⇒ String

  The status of the feature group.

• #last_modified_time ⇒ Time

  A timestamp indicating when the feature group was last updated.

• #last_update_status ⇒ Types::LastUpdateStatus

  A value indicating whether the update made to the feature group was successful.

• #next_token ⇒ String

  A token to resume pagination of the list of ‘Features` (`FeatureDefinitions`).

• #offline_store_config ⇒ Types::OfflineStoreConfig

  The configuration of the offline store.

• #offline_store_status ⇒ Types::OfflineStoreStatus

  The status of the ‘OfflineStore`.

• #online_store_config ⇒ Types::OnlineStoreConfig

  The configuration for the ‘OnlineStore`.

• #online_store_total_size_bytes ⇒ Integer

  The size of the ‘OnlineStore` in bytes.

• #record_identifier_feature_name ⇒ String

  The name of the ‘Feature` used for `RecordIdentifier`, whose value uniquely identifies a record stored in the feature store.

• #role_arn ⇒ String

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

• #throughput_config ⇒ Types::ThroughputConfigDescription

  Active throughput configuration of the feature group.

Instance Attribute Details

#creation_time ⇒ Time

A timestamp indicating when SageMaker created the ‘FeatureGroup`.

Returns:

• (Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#description ⇒ String

A free form description of the feature group.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  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`.

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` have a corresponding `EventTime`.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ String

The reason that the ‘FeatureGroup` failed to be replicated in the `OfflineStore`. This is failure can occur because:

• The ‘FeatureGroup` could not be created in the `OfflineStore`.

• The ‘FeatureGroup` could not be deleted from the `OfflineStore`.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#feature_definitions ⇒ Array<Types::FeatureDefinition>

A list of the ‘Features` in the `FeatureGroup`. Each feature is defined by a `FeatureName` and `FeatureType`.

Returns:

• (Array<Types::FeatureDefinition>)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_arn ⇒ String

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

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_name ⇒ String

he name of the ‘FeatureGroup`.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#feature_group_status ⇒ String

The status of the feature group.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_time ⇒ Time

A timestamp indicating when the feature group was last updated.

Returns:

• (Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#last_update_status ⇒ Types::LastUpdateStatus

A value indicating whether the update made to the feature group was successful.

Returns:

• (Types::LastUpdateStatus)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#next_token ⇒ String

A token to resume pagination of the list of ‘Features` (`FeatureDefinitions`).

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#offline_store_config ⇒ Types::OfflineStoreConfig

The configuration of the offline store. It includes the following configurations:

• Amazon S3 location of the offline store.

• Configuration of the Glue data catalog.

• Table format of the offline store.

• Option to disable the automatic creation of a Glue table for the offline store.

• Encryption configuration.

Returns:

• (Types::OfflineStoreConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#offline_store_status ⇒ Types::OfflineStoreStatus

The status of the ‘OfflineStore`. Notifies you if replicating data into the `OfflineStore` has failed. Returns either: `Active` or `Blocked`

Returns:

• (Types::OfflineStoreStatus)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#online_store_config ⇒ Types::OnlineStoreConfig

The configuration for the ‘OnlineStore`.

Returns:

• (Types::OnlineStoreConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#online_store_total_size_bytes ⇒ Integer

The size of the ‘OnlineStore` in bytes.

Returns:

• (Integer)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#record_identifier_feature_name ⇒ String

The name of the ‘Feature` used for `RecordIdentifier`, whose value uniquely identifies a record stored in the feature store.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#role_arn ⇒ String

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

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end

#throughput_config ⇒ Types::ThroughputConfigDescription

Active throughput configuration of the feature group. There are two modes: ‘ON_DEMAND` and `PROVISIONED`. With on-demand mode, you are charged for data reads and writes that your application performs on your feature group. You do not need to specify read and write throughput because Feature Store accommodates your workloads as they ramp up and down. You can switch a feature group to on-demand only once in a 24 hour period. With provisioned throughput mode, you specify the read and write capacity per second that you expect your application to require, and you are billed based on those limits. Exceeding provisioned throughput will result in your requests being throttled.

Note: ‘PROVISIONED` throughput mode is supported only for feature groups that are offline-only, or use the [ `Standard` ][1] tier online store.

[1]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_OnlineStoreConfig.html#sagemaker-Type-OnlineStoreConfig-StorageType

Returns:

• (Types::ThroughputConfigDescription)

# File 'lib/aws-sdk-sagemaker/types.rb', line 14110

class DescribeFeatureGroupResponse < 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,
  :throughput_config,
  :role_arn,
  :feature_group_status,
  :offline_store_status,
  :last_update_status,
  :failure_reason,
  :description,
  :next_token,
  :online_store_total_size_bytes)
  SENSITIVE = []
  include Aws::Structure
end