NAME

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

DESCRIPTION

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

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

SYNOPSIS

    my $api.sagemaker = Paws->service('SageMaker');
    my $CreateMonitoringScheduleResponse =
      $api . sagemaker->CreateMonitoringSchedule(
      MonitoringScheduleConfig => {
        MonitoringJobDefinition => {
          MonitoringAppSpecification => {
            ImageUri           => 'MyImageUri',    # max: 255
            ContainerArguments => [
              'MyContainerArgument', ...           # max: 256
            ],    # min: 1, max: 50; OPTIONAL
            ContainerEntrypoint => [
              'MyContainerEntrypointString', ...    # max: 256
            ],    # min: 1, max: 100; OPTIONAL
            PostAnalyticsProcessorSourceUri => 'MyS3Uri',  # max: 1024; OPTIONAL
            RecordPreprocessorSourceUri     => 'MyS3Uri',  # max: 1024; OPTIONAL
          },
          MonitoringInputs => [
            {
              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
              },

            },
            ...
          ],    # min: 1, max: 1
          MonitoringOutputConfig => {
            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
          },
          MonitoringResources => {
            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',         # min: 20, max: 2048
          BaselineConfig => {
            BaseliningJobName =>
              'MyProcessingJobName',             # min: 1, max: 63; OPTIONAL
            ConstraintsResource => {
              S3Uri => 'MyS3Uri',                # max: 1024; OPTIONAL
            },    # OPTIONAL
            StatisticsResource => {
              S3Uri => 'MyS3Uri',    # max: 1024; OPTIONAL
            },    # OPTIONAL
          },    # OPTIONAL
          Environment => {
            'MyProcessingEnvironmentKey' =>
              'MyProcessingEnvironmentValue',   # key: max: 256, value: max: 256
          },    # max: 50; 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
        },    # OPTIONAL
        MonitoringJobDefinitionName =>
          'MyMonitoringJobDefinitionName',    # min: 1, max: 63; OPTIONAL
        MonitoringType => 'DataQuality'
        , # values: DataQuality, ModelQuality, ModelBias, ModelExplainability; OPTIONAL
        ScheduleConfig => {
          ScheduleExpression => 'MyScheduleExpression',    # min: 1, max: 256

        },    # OPTIONAL
      },
      MonitoringScheduleName => 'MyMonitoringScheduleName',
      Tags                   => [
        {
          Key   => 'MyTagKey',      # min: 1, max: 128
          Value => 'MyTagValue',    # max: 256

        },
        ...
      ],    # OPTIONAL
      );

    # Results:
    my $MonitoringScheduleArn =
      $CreateMonitoringScheduleResponse->MonitoringScheduleArn;

    # Returns a L<Paws::SageMaker::CreateMonitoringScheduleResponse> 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/CreateMonitoringSchedule

ATTRIBUTES

REQUIRED MonitoringScheduleConfig => Paws::SageMaker::MonitoringScheduleConfig

The configuration object that specifies the monitoring schedule and defines the monitoring job.

REQUIRED MonitoringScheduleName => Str

The name of the monitoring schedule. The name must be unique within an Amazon Web Services Region within an Amazon Web Services account.

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

(Optional) An array of key-value pairs. For more information, see Using Cost Allocation Tags in the Amazon Web Services Billing and Cost Management User Guide.

SEE ALSO

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