createModelExplainabilityJobDefinition method

Future<CreateModelExplainabilityJobDefinitionResponse> createModelExplainabilityJobDefinition({ required String jobDefinitionName, required MonitoringResources jobResources, required ModelExplainabilityAppSpecification modelExplainabilityAppSpecification, required ModelExplainabilityJobInput modelExplainabilityJobInput, required MonitoringOutputConfig modelExplainabilityJobOutputConfig, required String roleArn, ModelExplainabilityBaselineConfig? modelExplainabilityBaselineConfig, MonitoringNetworkConfig? networkConfig, MonitoringStoppingCondition? stoppingCondition, List<Tag>? tags, })

Creates the definition for a model explainability job.

May throw ResourceInUse. May throw ResourceLimitExceeded.

Parameter jobDefinitionName : The name of the model explainability job definition. The name must be unique within an Amazon Web Services Region in the Amazon Web Services account.

Parameter modelExplainabilityAppSpecification : Configures the model explainability job to run a specified Docker container image.

Parameter modelExplainabilityJobInput : Inputs for the model explainability job.

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

Parameter modelExplainabilityBaselineConfig : The baseline configuration for a model explainability job.

Parameter networkConfig : Networking options for a model explainability 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<CreateModelExplainabilityJobDefinitionResponse>
    createModelExplainabilityJobDefinition({
  required String jobDefinitionName,
  required MonitoringResources jobResources,
  required ModelExplainabilityAppSpecification
      modelExplainabilityAppSpecification,
  required ModelExplainabilityJobInput modelExplainabilityJobInput,
  required MonitoringOutputConfig modelExplainabilityJobOutputConfig,
  required String roleArn,
  ModelExplainabilityBaselineConfig? modelExplainabilityBaselineConfig,
  MonitoringNetworkConfig? networkConfig,
  MonitoringStoppingCondition? stoppingCondition,
  List<Tag>? tags,
}) async {
  final headers = <String, String>{
    'Content-Type': 'application/x-amz-json-1.1',
    'X-Amz-Target': 'SageMaker.CreateModelExplainabilityJobDefinition'
  };
  final jsonResponse = await _protocol.send(
    method: 'POST',
    requestUri: '/',
    exceptionFnMap: _exceptionFns,
    // TODO queryParams
    headers: headers,
    payload: {
      'JobDefinitionName': jobDefinitionName,
      'JobResources': jobResources,
      'ModelExplainabilityAppSpecification':
          modelExplainabilityAppSpecification,
      'ModelExplainabilityJobInput': modelExplainabilityJobInput,
      'ModelExplainabilityJobOutputConfig':
          modelExplainabilityJobOutputConfig,
      'RoleArn': roleArn,
      if (modelExplainabilityBaselineConfig != null)
        'ModelExplainabilityBaselineConfig':
            modelExplainabilityBaselineConfig,
      if (networkConfig != null) 'NetworkConfig': networkConfig,
      if (stoppingCondition != null) 'StoppingCondition': stoppingCondition,
      if (tags != null) 'Tags': tags,
    },
  );

  return CreateModelExplainabilityJobDefinitionResponse.fromJson(
      jsonResponse.body);
}