# CreateModelQualityJobDefinition
<a name="API_CreateModelQualityJobDefinition"></a>

Creates a definition for a job that monitors model quality and drift. For information about model monitor, see [Amazon SageMaker AI Model Monitor](https://docs.aws.amazon.com/sagemaker/latest/dg/model-monitor.html).

## Request Syntax
<a name="API_CreateModelQualityJobDefinition_RequestSyntax"></a>

```
{
   "JobDefinitionName": "string",
   "JobResources": { 
      "ClusterConfig": { 
         "InstanceCount": number,
         "InstanceType": "string",
         "VolumeKmsKeyId": "string",
         "VolumeSizeInGB": number
      }
   },
   "ModelQualityAppSpecification": { 
      "ContainerArguments": [ "string" ],
      "ContainerEntrypoint": [ "string" ],
      "Environment": { 
         "string" : "string" 
      },
      "ImageUri": "string",
      "PostAnalyticsProcessorSourceUri": "string",
      "ProblemType": "string",
      "RecordPreprocessorSourceUri": "string"
   },
   "ModelQualityBaselineConfig": { 
      "BaseliningJobName": "string",
      "ConstraintsResource": { 
         "S3Uri": "string"
      }
   },
   "ModelQualityJobInput": { 
      "BatchTransformInput": { 
         "DataCapturedDestinationS3Uri": "string",
         "DatasetFormat": { 
            "Csv": { 
               "Header": boolean
            },
            "Json": { 
               "Line": boolean
            },
            "Parquet": { 
            }
         },
         "EndTimeOffset": "string",
         "ExcludeFeaturesAttribute": "string",
         "FeaturesAttribute": "string",
         "InferenceAttribute": "string",
         "LocalPath": "string",
         "ProbabilityAttribute": "string",
         "ProbabilityThresholdAttribute": number,
         "S3DataDistributionType": "string",
         "S3InputMode": "string",
         "StartTimeOffset": "string"
      },
      "EndpointInput": { 
         "EndpointName": "string",
         "EndTimeOffset": "string",
         "ExcludeFeaturesAttribute": "string",
         "FeaturesAttribute": "string",
         "InferenceAttribute": "string",
         "LocalPath": "string",
         "ProbabilityAttribute": "string",
         "ProbabilityThresholdAttribute": number,
         "S3DataDistributionType": "string",
         "S3InputMode": "string",
         "StartTimeOffset": "string"
      },
      "GroundTruthS3Input": { 
         "S3Uri": "string"
      }
   },
   "ModelQualityJobOutputConfig": { 
      "KmsKeyId": "string",
      "MonitoringOutputs": [ 
         { 
            "S3Output": { 
               "LocalPath": "string",
               "S3UploadMode": "string",
               "S3Uri": "string"
            }
         }
      ]
   },
   "NetworkConfig": { 
      "EnableInterContainerTrafficEncryption": boolean,
      "EnableNetworkIsolation": boolean,
      "VpcConfig": { 
         "SecurityGroupIds": [ "string" ],
         "Subnets": [ "string" ]
      }
   },
   "RoleArn": "string",
   "StoppingCondition": { 
      "MaxRuntimeInSeconds": number
   },
   "Tags": [ 
      { 
         "Key": "string",
         "Value": "string"
      }
   ]
}
```

## Request Parameters
<a name="API_CreateModelQualityJobDefinition_RequestParameters"></a>

For information about the parameters that are common to all actions, see [Common Parameters](CommonParameters.md).

The request accepts the following data in JSON format.

 ** [JobDefinitionName](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-JobDefinitionName"></a>
The name of the monitoring job definition.  
Type: String  
Length Constraints: Minimum length of 1. Maximum length of 63.  
Pattern: `[a-zA-Z0-9](-*[a-zA-Z0-9]){0,62}`   
Required: Yes

 ** [JobResources](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-JobResources"></a>
Identifies the resources to deploy for a monitoring job.  
Type: [MonitoringResources](API_MonitoringResources.md) object  
Required: Yes

 ** [ModelQualityAppSpecification](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-ModelQualityAppSpecification"></a>
The container that runs the monitoring job.  
Type: [ModelQualityAppSpecification](API_ModelQualityAppSpecification.md) object  
Required: Yes

 ** [ModelQualityBaselineConfig](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-ModelQualityBaselineConfig"></a>
Specifies the constraints and baselines for the monitoring job.  
Type: [ModelQualityBaselineConfig](API_ModelQualityBaselineConfig.md) object  
Required: No

 ** [ModelQualityJobInput](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-ModelQualityJobInput"></a>
A list of the inputs that are monitored. Currently endpoints are supported.  
Type: [ModelQualityJobInput](API_ModelQualityJobInput.md) object  
Required: Yes

 ** [ModelQualityJobOutputConfig](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-ModelQualityJobOutputConfig"></a>
The output configuration for monitoring jobs.  
Type: [MonitoringOutputConfig](API_MonitoringOutputConfig.md) object  
Required: Yes

 ** [NetworkConfig](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-NetworkConfig"></a>
Specifies the network configuration for the monitoring job.  
Type: [MonitoringNetworkConfig](API_MonitoringNetworkConfig.md) object  
Required: No

 ** [RoleArn](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-RoleArn"></a>
The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker AI can assume to perform tasks on your behalf.  
Type: String  
Length Constraints: Minimum length of 20. Maximum length of 2048.  
Pattern: `arn:aws[a-z\-]*:iam::\d{12}:role/?[a-zA-Z_0-9+=,.@\-_/]+`   
Required: Yes

 ** [StoppingCondition](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-StoppingCondition"></a>
A time limit for how long the monitoring job is allowed to run before stopping.  
Type: [MonitoringStoppingCondition](API_MonitoringStoppingCondition.md) object  
Required: No

 ** [Tags](#API_CreateModelQualityJobDefinition_RequestSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-request-Tags"></a>
(Optional) An array of key-value pairs. For more information, see [ Using Cost Allocation Tags](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL) in the * AWS Billing and Cost Management User Guide*.  
Type: Array of [Tag](API_Tag.md) objects  
Array Members: Minimum number of 0 items. Maximum number of 50 items.  
Required: No

## Response Syntax
<a name="API_CreateModelQualityJobDefinition_ResponseSyntax"></a>

```
{
   "JobDefinitionArn": "string"
}
```

## Response Elements
<a name="API_CreateModelQualityJobDefinition_ResponseElements"></a>

If the action is successful, the service sends back an HTTP 200 response.

The following data is returned in JSON format by the service.

 ** [JobDefinitionArn](#API_CreateModelQualityJobDefinition_ResponseSyntax) **   <a name="sagemaker-CreateModelQualityJobDefinition-response-JobDefinitionArn"></a>
The Amazon Resource Name (ARN) of the model quality monitoring job.  
Type: String  
Length Constraints: Minimum length of 0. Maximum length of 256.  
Pattern: `.*` 

## Errors
<a name="API_CreateModelQualityJobDefinition_Errors"></a>

For information about the errors that are common to all actions, see [Common Error Types](CommonErrors.md).

 ** ResourceInUse **   
Resource being accessed is in use.  
HTTP Status Code: 400

 ** ResourceLimitExceeded **   
 You have exceeded an SageMaker resource limit. For example, you might have too many training jobs created.   
HTTP Status Code: 400

## See Also
<a name="API_CreateModelQualityJobDefinition_SeeAlso"></a>

For more information about using this API in one of the language-specific AWS SDKs, see the following:
+  [AWS Command Line Interface V2](https://docs.aws.amazon.com/goto/cli2/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for .NET V4](https://docs.aws.amazon.com/goto/DotNetSDKV4/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for C\$1\$1](https://docs.aws.amazon.com/goto/SdkForCpp/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for Go v2](https://docs.aws.amazon.com/goto/SdkForGoV2/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for Java V2](https://docs.aws.amazon.com/goto/SdkForJavaV2/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for JavaScript V3](https://docs.aws.amazon.com/goto/SdkForJavaScriptV3/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for Kotlin](https://docs.aws.amazon.com/goto/SdkForKotlin/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for PHP V3](https://docs.aws.amazon.com/goto/SdkForPHPV3/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for Python](https://docs.aws.amazon.com/goto/boto3/sagemaker-2017-07-24/CreateModelQualityJobDefinition) 
+  [AWS SDK for Ruby V3](https://docs.aws.amazon.com/goto/SdkForRubyV3/sagemaker-2017-07-24/CreateModelQualityJobDefinition)