NAME

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

DESCRIPTION

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

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

SYNOPSIS

            

              
              
  my $api.sagemaker = Paws->service('SageMaker');
  my $CreateDataQualityJobDefinitionResponse =
    $api . sagemaker->CreateDataQualityJobDefinition(
    DataQualityAppSpecification => {
      ImageUri           => 'MyImageUri',    # max: 255
      ContainerArguments => [
        'MyContainerArgument', ...           # max: 256
      ],    # min: 1, max: 50; OPTIONAL
      ContainerEntrypoint => [
        'MyContainerEntrypointString', ...    # max: 256
      ],    # min: 1, max: 100; OPTIONAL
      Environment => {
        'MyProcessingEnvironmentKey' =>
          'MyProcessingEnvironmentValue',    # key: max: 256, value: max: 256
      },    # max: 50; OPTIONAL
      PostAnalyticsProcessorSourceUri => 'MyS3Uri',    # max: 1024; OPTIONAL
      RecordPreprocessorSourceUri     => 'MyS3Uri',    # max: 1024; OPTIONAL
    },
    DataQualityJobInput => {
      EndpointInput => {
        EndpointName  => 'MyEndpointName',           # max: 63
        LocalPath     => 'MyProcessingLocalPath',    # max: 256
        EndTimeOffset =>
          'MyMonitoringTimeOffsetString',    # min: 1, max: 15; OPTIONAL
        FeaturesAttribute             => 'MyString',         # OPTIONAL
        InferenceAttribute            => 'MyString',         # OPTIONAL
        ProbabilityAttribute          => 'MyString',         # OPTIONAL
        ProbabilityThresholdAttribute => 1,                  # OPTIONAL
        S3DataDistributionType        => 'FullyReplicated'
        ,    # values: FullyReplicated, ShardedByS3Key; OPTIONAL
        S3InputMode     => 'Pipe',    # values: Pipe, File; OPTIONAL
        StartTimeOffset =>
          'MyMonitoringTimeOffsetString',    # min: 1, max: 15; OPTIONAL
      },
    },
    DataQualityJobOutputConfig => {
      MonitoringOutputs => [
        {
          S3Output => {
            LocalPath    => 'MyProcessingLocalPath',    # max: 256
            S3Uri        => 'MyMonitoringS3Uri',        # max: 512
            S3UploadMode =>
              'Continuous',    # values: Continuous, EndOfJob; OPTIONAL
          },
        },
        ...
      ],    # min: 1, max: 1
      KmsKeyId => 'MyKmsKeyId',    # max: 2048; OPTIONAL
    },
    JobDefinitionName => 'MyMonitoringJobDefinitionName',
    JobResources      => {
      ClusterConfig => {
        InstanceCount => 1,                # min: 1, max: 100
        InstanceType  => 'ml.t3.medium'
        , # values: ml.t3.medium, ml.t3.large, ml.t3.xlarge, ml.t3.2xlarge, 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, ml.r5.large, ml.r5.xlarge, ml.r5.2xlarge, ml.r5.4xlarge, ml.r5.8xlarge, ml.r5.12xlarge, ml.r5.16xlarge, ml.r5.24xlarge, ml.g4dn.xlarge, ml.g4dn.2xlarge, ml.g4dn.4xlarge, ml.g4dn.8xlarge, ml.g4dn.12xlarge, ml.g4dn.16xlarge
        VolumeSizeInGB => 1,               # min: 1, max: 16384
        VolumeKmsKeyId => 'MyKmsKeyId',    # max: 2048; OPTIONAL
      },
    },
    RoleArn                   => 'MyRoleArn',
    DataQualityBaselineConfig => {
      BaseliningJobName => 'MyProcessingJobName',  # min: 1, max: 63; OPTIONAL
      ConstraintsResource => {
        S3Uri => 'MyS3Uri',                        # max: 1024; OPTIONAL
      },    # OPTIONAL
      StatisticsResource => {
        S3Uri => 'MyS3Uri',    # max: 1024; OPTIONAL
      },    # OPTIONAL
    },    # OPTIONAL
    NetworkConfig => {
      EnableInterContainerTrafficEncryption => 1,    # OPTIONAL
      EnableNetworkIsolation                => 1,    # OPTIONAL
      VpcConfig                             => {
        SecurityGroupIds => [
          'MySecurityGroupId', ...                   # max: 32
        ],    # min: 1, max: 5
        Subnets => [
          'MySubnetId', ...    # max: 32
        ],    # min: 1, max: 16
      },    # OPTIONAL
    },    # OPTIONAL
    StoppingCondition => {
      MaxRuntimeInSeconds => 1,    # min: 1, max: 86400
    },    # OPTIONAL
    Tags => [
      {
        Key   => 'MyTagKey',      # min: 1, max: 128
        Value => 'MyTagValue',    # max: 256
      },
      ...
    ],    # OPTIONAL
    );
  # Results:
  my $JobDefinitionArn =
    $CreateDataQualityJobDefinitionResponse->JobDefinitionArn;
# Returns a L<Paws::SageMaker::CreateDataQualityJobDefinitionResponse> 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/CreateDataQualityJobDefinition

ATTRIBUTES

REQUIRED DataQualityAppSpecification => Paws::SageMaker::DataQualityAppSpecification

Specifies the container that runs the monitoring job.

DataQualityBaselineConfig => Paws::SageMaker::DataQualityBaselineConfig

Configures the constraints and baselines for the monitoring job.

REQUIRED DataQualityJobInput => Paws::SageMaker::DataQualityJobInput

A list of inputs for the monitoring job. Currently endpoints are supported as monitoring inputs.

REQUIRED DataQualityJobOutputConfig => Paws::SageMaker::MonitoringOutputConfig

REQUIRED JobDefinitionName => Str

The name for the monitoring job definition.

REQUIRED JobResources => Paws::SageMaker::MonitoringResources

NetworkConfig => Paws::SageMaker::MonitoringNetworkConfig

Specifies networking configuration for the monitoring job.

REQUIRED RoleArn => Str

The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.

StoppingCondition => Paws::SageMaker::MonitoringStoppingCondition

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

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

SEE ALSO

This class forms part of Paws, documenting arguments for method CreateDataQualityJobDefinition 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

cpanm Paws

perl -MCPAN -e shell
install Paws