createDataQualityJobDefinition method

Future<CreateDataQualityJobDefinitionResponse> createDataQualityJobDefinition({ required DataQualityAppSpecification dataQualityAppSpecification, required DataQualityJobInput dataQualityJobInput, required MonitoringOutputConfig dataQualityJobOutputConfig, required String jobDefinitionName, required MonitoringResources jobResources, required String roleArn, DataQualityBaselineConfig? dataQualityBaselineConfig, MonitoringNetworkConfig? networkConfig, MonitoringStoppingCondition? stoppingCondition, List<Tag>? tags, })

Creates a definition for a job that monitors data quality and drift. For information about model monitor, see Amazon SageMaker AI Model Monitor.

May throw ResourceInUse. May throw ResourceLimitExceeded.

Parameter dataQualityAppSpecification : Specifies the container that runs the monitoring job.

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

Parameter jobDefinitionName : The name for the monitoring job definition.

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

Parameter dataQualityBaselineConfig : Configures the constraints and baselines for the monitoring job.

Parameter networkConfig : Specifies networking configuration for the monitoring job.

Parameter tags : (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.

Implementation

Future<CreateDataQualityJobDefinitionResponse>
    createDataQualityJobDefinition({
  required DataQualityAppSpecification dataQualityAppSpecification,
  required DataQualityJobInput dataQualityJobInput,
  required MonitoringOutputConfig dataQualityJobOutputConfig,
  required String jobDefinitionName,
  required MonitoringResources jobResources,
  required String roleArn,
  DataQualityBaselineConfig? dataQualityBaselineConfig,
  MonitoringNetworkConfig? networkConfig,
  MonitoringStoppingCondition? stoppingCondition,
  List<Tag>? tags,
}) async {
  final headers = <String, String>{
    'Content-Type': 'application/x-amz-json-1.1',
    'X-Amz-Target': 'SageMaker.CreateDataQualityJobDefinition'
  };
  final jsonResponse = await _protocol.send(
    method: 'POST',
    requestUri: '/',
    exceptionFnMap: _exceptionFns,
    // TODO queryParams
    headers: headers,
    payload: {
      'DataQualityAppSpecification': dataQualityAppSpecification,
      'DataQualityJobInput': dataQualityJobInput,
      'DataQualityJobOutputConfig': dataQualityJobOutputConfig,
      'JobDefinitionName': jobDefinitionName,
      'JobResources': jobResources,
      'RoleArn': roleArn,
      if (dataQualityBaselineConfig != null)
        'DataQualityBaselineConfig': dataQualityBaselineConfig,
      if (networkConfig != null) 'NetworkConfig': networkConfig,
      if (stoppingCondition != null) 'StoppingCondition': stoppingCondition,
      if (tags != null) 'Tags': tags,
    },
  );

  return CreateDataQualityJobDefinitionResponse.fromJson(jsonResponse.body);
}