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