NAME

Paws::SageMaker::CreateFeatureGroup - Arguments for method CreateFeatureGroup on Paws::SageMaker

DESCRIPTION

This class represents the parameters used for calling the method CreateFeatureGroup on the Amazon SageMaker Service service. Use the attributes of this class as arguments to method CreateFeatureGroup.

You shouldn't make instances of this class. Each attribute should be used as a named argument in the call to CreateFeatureGroup.

SYNOPSIS

    my $api.sagemaker = Paws->service('SageMaker');
    my $CreateFeatureGroupResponse = $api . sagemaker->CreateFeatureGroup(
      EventTimeFeatureName => 'MyFeatureName',
      FeatureDefinitions   => [
        {
          FeatureName => 'MyFeatureName',    # min: 1, max: 64
          FeatureType =>
            'Integral',    # values: Integral, Fractional, String; OPTIONAL
        },
        ...
      ],
      FeatureGroupName            => 'MyFeatureGroupName',
      RecordIdentifierFeatureName => 'MyFeatureName',
      Description                 => 'MyDescription',        # OPTIONAL
      OfflineStoreConfig          => {
        S3StorageConfig => {
          S3Uri               => 'MyS3Uri',       # max: 1024
          KmsKeyId            => 'MyKmsKeyId',    # max: 2048; OPTIONAL
          ResolvedOutputS3Uri => 'MyS3Uri',       # max: 1024
        },
        DataCatalogConfig => {
          Catalog   => 'MyCatalog',               # min: 1, max: 255
          Database  => 'MyDatabase',              # min: 1, max: 255
          TableName => 'MyTableName',             # min: 1, max: 255
        },    # OPTIONAL
        DisableGlueTableCreation => 1,    # OPTIONAL
      },    # OPTIONAL
      OnlineStoreConfig => {
        EnableOnlineStore => 1,    # OPTIONAL
        SecurityConfig    => {
          KmsKeyId => 'MyKmsKeyId',    # max: 2048; OPTIONAL
        },    # OPTIONAL
      },    # OPTIONAL
      RoleArn => 'MyRoleArn',    # OPTIONAL
      Tags    => [
        {
          Key   => 'MyTagKey',      # min: 1, max: 128
          Value => 'MyTagValue',    # max: 256
        },
        ...
      ],    # OPTIONAL
    );
    # Results:
    my $FeatureGroupArn = $CreateFeatureGroupResponse->FeatureGroupArn;
    # Returns a L<Paws::SageMaker::CreateFeatureGroupResponse> object.

Values for attributes that are native types (Int, String, Float, etc) can passed as-is (scalar values). Values for complex Types (objects) can be passed as a HashRef. The keys and values of the hashref will be used to instance the underlying object. For the AWS API documentation, see <https://docs.aws.amazon.com/goto/WebAPI/api.sagemaker/CreateFeatureGroup>

ATTRIBUTES

Description => Str

A free-form description of a "FeatureGroup".

REQUIRED EventTimeFeatureName => Str

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" must have a corresponding "EventTime".

An "EventTime" can be a "String" or "Fractional".

"Fractional": "EventTime" feature values must be a Unix timestamp in seconds.
"String": "EventTime" feature values must be an ISO-8601 string in the format. The following formats are supported "yyyy-MM-dd'T'HH:mm:ssZ" and "yyyy-MM-dd'T'HH:mm:ss.SSSZ" where "yyyy", "MM", and "dd" represent the year, month, and day respectively and "HH", "mm", "ss", and if applicable, "SSS" represent the hour, month, second and milliseconds respsectively. 'T' and "Z" are constants.

REQUIRED FeatureDefinitions => ArrayRef[Paws::SageMaker::FeatureDefinition]

A list of "Feature" names and types. "Name" and "Type" is compulsory per "Feature".

Valid feature "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".

REQUIRED FeatureGroupName => Str

The name of the "FeatureGroup". The name must be unique within an Amazon Web Services Region in an Amazon Web Services account. The name:

Must start and end with an alphanumeric character.
Can only contain alphanumeric character and hyphens. Spaces are not allowed.

OfflineStoreConfig => Paws::SageMaker::OfflineStoreConfig

Use this to configure an "OfflineFeatureStore". This parameter allows you to specify:

The Amazon Simple Storage Service (Amazon S3) location of an "OfflineStore".
A configuration for an Amazon Web Services Glue or Amazon Web Services Hive data cataolgue.
An KMS encryption key to encrypt the Amazon S3 location used for "OfflineStore".

To learn more about this parameter, see OfflineStoreConfig.

OnlineStoreConfig => Paws::SageMaker::OnlineStoreConfig

You can turn the "OnlineStore" on or off by specifying "True" for the "EnableOnlineStore" flag in "OnlineStoreConfig"; the default value is "False".

You can also include an Amazon Web Services KMS key ID ("KMSKeyId") for at-rest encryption of the "OnlineStore".

REQUIRED RecordIdentifierFeatureName => Str

The name of the "Feature" whose value uniquely identifies a "Record" defined in the "FeatureStore". Only the latest record per identifier value will be stored in the "OnlineStore". "RecordIdentifierFeatureName" must be one of feature definitions' names.

You use the "RecordIdentifierFeatureName" to access data in a "FeatureStore".

This name:

Must start and end with an alphanumeric character.
Can only contains alphanumeric characters, hyphens, underscores. Spaces are not allowed.

RoleArn => Str

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

Tags => ArrayRef[Paws::SageMaker::Tag]

Tags used to identify "Features" in each "FeatureGroup".

BUGS and CONTRIBUTIONS

The source code is located here: <https://github.com/pplu/aws-sdk-perl>

Please report bugs to: <https://github.com/pplu/aws-sdk-perl/issues>