[ aws . sagemaker ]

describe-feature-group

Description

Use this operation to describe a FeatureGroup . The response includes information on the creation time, FeatureGroup name, the unique identifier for each FeatureGroup , and more.

See also: AWS API Documentation

See ‘aws help’ for descriptions of global parameters.

Synopsis

  describe-feature-group
--feature-group-name <value>
[--next-token <value>]
[--cli-input-json | --cli-input-yaml]
[--generate-cli-skeleton <value>]

Options

--feature-group-name (string)

The name of the FeatureGroup you want described.

--next-token (string)

A token to resume pagination of the list of Features (FeatureDefinitions ). 2,500 Features are returned by default.

--cli-input-json | --cli-input-yaml (string) Reads arguments from the JSON string provided. The JSON string follows the format provided by --generate-cli-skeleton. If other arguments are provided on the command line, those values will override the JSON-provided values. It is not possible to pass arbitrary binary values using a JSON-provided value as the string will be taken literally. This may not be specified along with --cli-input-yaml.

--generate-cli-skeleton (string) Prints a JSON skeleton to standard output without sending an API request. If provided with no value or the value input, prints a sample input JSON that can be used as an argument for --cli-input-json. Similarly, if provided yaml-input it will print a sample input YAML that can be used with --cli-input-yaml. If provided with the value output, it validates the command inputs and returns a sample output JSON for that command.

See ‘aws help’ for descriptions of global parameters.

Output

FeatureGroupArn -> (string)

The Amazon Resource Name (ARN) of the FeatureGroup .

FeatureGroupName -> (string)

he name of the FeatureGroup .

RecordIdentifierFeatureName -> (string)

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

EventTimeFeatureName -> (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 .

FeatureDefinitions -> (list)

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

(structure)

A list of features. You must include FeatureName and FeatureType . Valid feature FeatureType s are Integral , Fractional and String .

FeatureName -> (string)

The name of a feature. The type must be a string. FeatureName cannot be any of the following: is_deleted , write_time , api_invocation_time .

FeatureType -> (string)

The value type of a feature. Valid values are Integral, Fractional, or String.

CreationTime -> (timestamp)

A timestamp indicating when SageMaker created the FeatureGroup .

OnlineStoreConfig -> (structure)

The configuration for the OnlineStore .

SecurityConfig -> (structure)

Use to specify KMS Key ID (KMSKeyId ) for at-rest encryption of your OnlineStore .

KmsKeyId -> (string)

The ID of the Amazon Web Services Key Management Service (Amazon Web Services KMS) key that SageMaker Feature Store uses to encrypt the Amazon S3 objects at rest using Amazon S3 server-side encryption.

The caller (either IAM user or IAM role) of CreateFeatureGroup must have below permissions to the OnlineStore KmsKeyId :

  • "kms:Encrypt"

  • "kms:Decrypt"

  • "kms:DescribeKey"

  • "kms:CreateGrant"

  • "kms:RetireGrant"

  • "kms:ReEncryptFrom"

  • "kms:ReEncryptTo"

  • "kms:GenerateDataKey"

  • "kms:ListAliases"

  • "kms:ListGrants"

  • "kms:RevokeGrant"

The caller (either IAM user or IAM role) to all DataPlane operations (PutRecord , GetRecord , DeleteRecord ) must have the following permissions to the KmsKeyId :

  • "kms:Decrypt"

EnableOnlineStore -> (boolean)

Turn OnlineStore off by specifying False for the EnableOnlineStore flag. Turn OnlineStore on by specifying True for the EnableOnlineStore flag.

The default value is False .

OfflineStoreConfig -> (structure)

The configuration of the OfflineStore , inducing the S3 location of the OfflineStore , Amazon Web Services Glue or Amazon Web Services Hive data catalogue configurations, and the security configuration.

S3StorageConfig -> (structure)

The Amazon Simple Storage (Amazon S3) location of OfflineStore .

S3Uri -> (string)

The S3 URI, or location in Amazon S3, of OfflineStore .

S3 URIs have a format similar to the following: s3://example-bucket/prefix/ .

KmsKeyId -> (string)

The Amazon Web Services Key Management Service (KMS) key ID of the key used to encrypt any objects written into the OfflineStore S3 location.

The IAM roleARN that is passed as a parameter to CreateFeatureGroup must have below permissions to the KmsKeyId :

  • "kms:GenerateDataKey"

ResolvedOutputS3Uri -> (string)

The S3 path where offline records are written.

DisableGlueTableCreation -> (boolean)

Set to True to disable the automatic creation of an Amazon Web Services Glue table when configuring an OfflineStore .

DataCatalogConfig -> (structure)

The meta data of the Glue table that is autogenerated when an OfflineStore is created.

TableName -> (string)

The name of the Glue table.

Catalog -> (string)

The name of the Glue table catalog.

Database -> (string)

The name of the Glue table database.

RoleArn -> (string)

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

FeatureGroupStatus -> (string)

The status of the feature group.

OfflineStoreStatus -> (structure)

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

Status -> (string)

An OfflineStore status.

BlockedReason -> (string)

The justification for why the OfflineStoreStatus is Blocked (if applicable).

FailureReason -> (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 .

Description -> (string)

A free form description of the feature group.

NextToken -> (string)

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