createModelBiasJobDefinition method

Future<CreateModelBiasJobDefinitionResponse> createModelBiasJobDefinition({ required String jobDefinitionName, required MonitoringResources jobResources, required ModelBiasAppSpecification modelBiasAppSpecification, required ModelBiasJobInput modelBiasJobInput, required MonitoringOutputConfig modelBiasJobOutputConfig, required String roleArn, ModelBiasBaselineConfig? modelBiasBaselineConfig, MonitoringNetworkConfig? networkConfig, MonitoringStoppingCondition? stoppingCondition, List<Tag>? tags, })

Creates the definition for a model bias job.

May throw ResourceLimitExceeded. May throw ResourceInUse.

Parameter jobDefinitionName : The name of the bias job definition. The name must be unique within an AWS Region in the AWS account.

Parameter modelBiasAppSpecification : Configures the model bias job to run a specified Docker container image.

Parameter modelBiasJobInput : Inputs for the model bias job.

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

Parameter modelBiasBaselineConfig : The baseline configuration for a model bias job.

Parameter networkConfig : Networking options for a model bias job.

Parameter tags : (Optional) An array of key-value pairs. For more information, see Using Cost Allocation Tags in the AWS Billing and Cost Management User Guide.

Implementation

Future<CreateModelBiasJobDefinitionResponse> createModelBiasJobDefinition({
  required String jobDefinitionName,
  required MonitoringResources jobResources,
  required ModelBiasAppSpecification modelBiasAppSpecification,
  required ModelBiasJobInput modelBiasJobInput,
  required MonitoringOutputConfig modelBiasJobOutputConfig,
  required String roleArn,
  ModelBiasBaselineConfig? modelBiasBaselineConfig,
  MonitoringNetworkConfig? networkConfig,
  MonitoringStoppingCondition? stoppingCondition,
  List<Tag>? tags,
}) async {
  ArgumentError.checkNotNull(jobDefinitionName, 'jobDefinitionName');
  _s.validateStringLength(
    'jobDefinitionName',
    jobDefinitionName,
    1,
    63,
    isRequired: true,
  );
  ArgumentError.checkNotNull(jobResources, 'jobResources');
  ArgumentError.checkNotNull(
      modelBiasAppSpecification, 'modelBiasAppSpecification');
  ArgumentError.checkNotNull(modelBiasJobInput, 'modelBiasJobInput');
  ArgumentError.checkNotNull(
      modelBiasJobOutputConfig, 'modelBiasJobOutputConfig');
  ArgumentError.checkNotNull(roleArn, 'roleArn');
  _s.validateStringLength(
    'roleArn',
    roleArn,
    20,
    2048,
    isRequired: true,
  );
  final headers = <String, String>{
    'Content-Type': 'application/x-amz-json-1.1',
    'X-Amz-Target': 'SageMaker.CreateModelBiasJobDefinition'
  };
  final jsonResponse = await _protocol.send(
    method: 'POST',
    requestUri: '/',
    exceptionFnMap: _exceptionFns,
    // TODO queryParams
    headers: headers,
    payload: {
      'JobDefinitionName': jobDefinitionName,
      'JobResources': jobResources,
      'ModelBiasAppSpecification': modelBiasAppSpecification,
      'ModelBiasJobInput': modelBiasJobInput,
      'ModelBiasJobOutputConfig': modelBiasJobOutputConfig,
      'RoleArn': roleArn,
      if (modelBiasBaselineConfig != null)
        'ModelBiasBaselineConfig': modelBiasBaselineConfig,
      if (networkConfig != null) 'NetworkConfig': networkConfig,
      if (stoppingCondition != null) 'StoppingCondition': stoppingCondition,
      if (tags != null) 'Tags': tags,
    },
  );

  return CreateModelBiasJobDefinitionResponse.fromJson(jsonResponse.body);
}