NAME

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

DESCRIPTION

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

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

SYNOPSIS

    my $api.sagemaker = Paws->service('SageMaker');
    my $CreateTransformJobResponse = $api . sagemaker->CreateTransformJob(
      ModelName      => 'MyModelName',
      TransformInput => {
        DataSource => {
          S3DataSource => {
            S3DataType => 'ManifestFile'
            ,    # values: ManifestFile, S3Prefix, AugmentedManifestFile
            S3Uri => 'MyS3Uri',    # max: 1024

          },

        },
        CompressionType => 'None',             # values: None, Gzip; OPTIONAL
        ContentType     => 'MyContentType',    # max: 256; OPTIONAL
        SplitType => 'None',  # values: None, Line, RecordIO, TFRecord; OPTIONAL
      },
      TransformJobName => 'MyTransformJobName',
      TransformOutput  => {
        S3OutputPath => 'MyS3Uri',       # max: 1024
        Accept       => 'MyAccept',      # max: 256; OPTIONAL
        AssembleWith => 'None',          # values: None, Line; OPTIONAL
        KmsKeyId     => 'MyKmsKeyId',    # max: 2048; OPTIONAL
      },
      TransformResources => {
        InstanceCount => 1,               # min: 1
        InstanceType  => 'ml.m4.xlarge'
        , # values: ml.m4.xlarge, ml.m4.2xlarge, ml.m4.4xlarge, ml.m4.10xlarge, ml.m4.16xlarge, ml.c4.xlarge, ml.c4.2xlarge, ml.c4.4xlarge, ml.c4.8xlarge, ml.p2.xlarge, ml.p2.8xlarge, ml.p2.16xlarge, ml.p3.2xlarge, ml.p3.8xlarge, ml.p3.16xlarge, ml.c5.xlarge, ml.c5.2xlarge, ml.c5.4xlarge, ml.c5.9xlarge, ml.c5.18xlarge, ml.m5.large, ml.m5.xlarge, ml.m5.2xlarge, ml.m5.4xlarge, ml.m5.12xlarge, ml.m5.24xlarge
        VolumeKmsKeyId => 'MyKmsKeyId',    # max: 2048; OPTIONAL
      },
      BatchStrategy => 'MultiRecord',      # OPTIONAL
      Environment   => {
        'MyTransformEnvironmentKey' =>
          'MyTransformEnvironmentValue',    # key: max: 1024, value: max: 10240
      },    # OPTIONAL
      MaxConcurrentTransforms => 1,    # OPTIONAL
      MaxPayloadInMB          => 1,    # OPTIONAL
      Tags                    => [
        {
          Key   => 'MyTagKey',         # min: 1, max: 128
          Value => 'MyTagValue',       # max: 256

        },
        ...
      ],                               # OPTIONAL
    );

    # Results:
    my $TransformJobArn = $CreateTransformJobResponse->TransformJobArn;

    # Returns a L<Paws::SageMaker::CreateTransformJobResponse> 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/CreateTransformJob

ATTRIBUTES

BatchStrategy => Str

Determines the number of records to include in a mini-batch. If you want to include only one record in a mini-batch, specify SingleRecord.. If you want mini-batches to contain a maximum of the number of records specified in the MaxPayloadInMB parameter, specify MultiRecord.

If you set SplitType to Line and BatchStrategy to MultiRecord, a batch transform automatically splits your input data into the specified payload size. There's no need to split the dataset into smaller files or to use larger payload sizes unless the records in your dataset are very large.

Valid values are: "MultiRecord", "SingleRecord"

Environment => Paws::SageMaker::TransformEnvironmentMap

The environment variables to set in the Docker container. We support up to 16 key and values entries in the map.

MaxConcurrentTransforms => Int

The maximum number of parallel requests that can be sent to an algorithm container on an instance. This is good for algorithms that implement multiple workers on larger instances . The default value is 1. To allow Amazon SageMaker to determine the appropriate number for MaxConcurrentTransforms, do not set the value in the API.

MaxPayloadInMB => Int

The maximum payload size allowed, in MB. A payload is the data portion of a record (without metadata). The value in MaxPayloadInMB must be greater or equal to the size of a single record. You can approximate the size of a record by dividing the size of your dataset by the number of records. Then multiply this value by the number of records you want in a mini-batch. We recommend to enter a slightly larger value than this to ensure the records fit within the maximum payload size. The default value is 6 MB.

For cases where the payload might be arbitrarily large and is transmitted using HTTP chunked encoding, set the value to 0. This feature only works in supported algorithms. Currently, Amazon SageMaker built-in algorithms do not support this feature.

REQUIRED ModelName => Str

The name of the model that you want to use for the transform job. ModelName must be the name of an existing Amazon SageMaker model within an AWS Region in an AWS account.

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

(Optional) An array of key-value pairs. For more information, see Using Cost Allocation Tags (http://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-what) in the AWS Billing and Cost Management User Guide.

REQUIRED TransformInput => Paws::SageMaker::TransformInput

Describes the input source and the way the transform job consumes it.

REQUIRED TransformJobName => Str

The name of the transform job. The name must be unique within an AWS Region in an AWS account.

REQUIRED TransformOutput => Paws::SageMaker::TransformOutput

Describes the results of the transform job.

REQUIRED TransformResources => Paws::SageMaker::TransformResources

Describes the resources, including ML instance types and ML instance count, to use for the transform job.

SEE ALSO

This class forms part of Paws, documenting arguments for method CreateTransformJob in Paws::SageMaker

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