Class: Aws::SageMaker::Types::AutoMLS3DataSource

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::AutoMLS3DataSource

Includes:

Aws::Structure

Defined in:

lib/aws-sdk-sagemaker/types.rb

Overview

Describes the Amazon S3 data source.

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #s3_data_type ⇒ String

  The data type.

• #s3_uri ⇒ String

  The URL to the Amazon S3 data source.

Instance Attribute Details

#s3_data_type ⇒ String

The data type.

• If you choose S3Prefix, S3Uri identifies a key name prefix. SageMaker uses all objects that match the specified key name prefix for model training.

  The S3Prefix should have the following format:

  s3://DOC-EXAMPLE-BUCKET/DOC-EXAMPLE-FOLDER-OR-FILE

• If you choose ManifestFile, S3Uri identifies an object that is a manifest file containing a list of object keys that you want SageMaker to use for model training.

  A ManifestFile should have the format shown below:

  ‘[ “s3://DOC-EXAMPLE-BUCKET/DOC-EXAMPLE-FOLDER/DOC-EXAMPLE-PREFIX/”, `

  ‘“DOC-EXAMPLE-RELATIVE-PATH/DOC-EXAMPLE-FOLDER/DATA-1”,`

  ‘“DOC-EXAMPLE-RELATIVE-PATH/DOC-EXAMPLE-FOLDER/DATA-2”,`

  ‘… “DOC-EXAMPLE-RELATIVE-PATH/DOC-EXAMPLE-FOLDER/DATA-N” ]`

• If you choose AugmentedManifestFile, S3Uri identifies an object that is an augmented manifest file in JSON lines format. This file contains the data you want to use for model training. AugmentedManifestFile is available for V2 API jobs only (for example, for jobs created by calling CreateAutoMLJobV2).

  Here is a minimal, single-record example of an AugmentedManifestFile:

  ‘“s3://DOC-EXAMPLE-BUCKET/DOC-EXAMPLE-FOLDER/cats/cat.jpg”,`

  ‘“label-metadata”: {“class-name”: “cat”` \

  For more information on AugmentedManifestFile, see [Provide Dataset Metadata to Training Jobs with an Augmented Manifest File].

[1]: docs.aws.amazon.com/sagemaker/latest/dg/augmented-manifest.html

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 2661

class AutoMLS3DataSource < Struct.new(
  :s3_data_type,
  :s3_uri)
  SENSITIVE = []
  include Aws::Structure
end

#s3_uri ⇒ String

The URL to the Amazon S3 data source. The Uri refers to the Amazon S3 prefix or ManifestFile depending on the data type.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 2661

class AutoMLS3DataSource < Struct.new(
  :s3_data_type,
  :s3_uri)
  SENSITIVE = []
  include Aws::Structure
end