# CreateMonitoringSchedule
<a name="API_CreateMonitoringSchedule"></a>

Creates a schedule that regularly starts Amazon SageMaker AI Processing Jobs to monitor the data captured for an Amazon SageMaker AI Endpoint.

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

```
{
   "MonitoringScheduleConfig": { 
      "MonitoringJobDefinition": { 
         "BaselineConfig": { 
            "BaseliningJobName": "string",
            "ConstraintsResource": { 
               "S3Uri": "string"
            },
            "StatisticsResource": { 
               "S3Uri": "string"
            }
         },
         "Environment": { 
            "string" : "string" 
         },
         "MonitoringAppSpecification": { 
            "ContainerArguments": [ "string" ],
            "ContainerEntrypoint": [ "string" ],
            "ImageUri": "string",
            "PostAnalyticsProcessorSourceUri": "string",
            "RecordPreprocessorSourceUri": "string"
         },
         "MonitoringInputs": [ 
            { 
               "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"
               }
            }
         ],
         "MonitoringOutputConfig": { 
            "KmsKeyId": "string",
            "MonitoringOutputs": [ 
               { 
                  "S3Output": { 
                     "LocalPath": "string",
                     "S3UploadMode": "string",
                     "S3Uri": "string"
                  }
               }
            ]
         },
         "MonitoringResources": { 
            "ClusterConfig": { 
               "InstanceCount": number,
               "InstanceType": "string",
               "VolumeKmsKeyId": "string",
               "VolumeSizeInGB": number
            }
         },
         "NetworkConfig": { 
            "EnableInterContainerTrafficEncryption": boolean,
            "EnableNetworkIsolation": boolean,
            "VpcConfig": { 
               "SecurityGroupIds": [ "string" ],
               "Subnets": [ "string" ]
            }
         },
         "RoleArn": "string",
         "StoppingCondition": { 
            "MaxRuntimeInSeconds": number
         }
      },
      "MonitoringJobDefinitionName": "string",
      "MonitoringType": "string",
      "ScheduleConfig": { 
         "DataAnalysisEndTime": "string",
         "DataAnalysisStartTime": "string",
         "ScheduleExpression": "string"
      }
   },
   "MonitoringScheduleName": "string",
   "Tags": [ 
      { 
         "Key": "string",
         "Value": "string"
      }
   ]
}
```

## Request Parameters
<a name="API_CreateMonitoringSchedule_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.

 ** [MonitoringScheduleConfig](#API_CreateMonitoringSchedule_RequestSyntax) **   <a name="sagemaker-CreateMonitoringSchedule-request-MonitoringScheduleConfig"></a>
The configuration object that specifies the monitoring schedule and defines the monitoring job.  
Type: [MonitoringScheduleConfig](API_MonitoringScheduleConfig.md) object  
Required: Yes

 ** [MonitoringScheduleName](#API_CreateMonitoringSchedule_RequestSyntax) **   <a name="sagemaker-CreateMonitoringSchedule-request-MonitoringScheduleName"></a>
The name of the monitoring schedule. The name must be unique within an AWS Region within an AWS account.  
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

 ** [Tags](#API_CreateMonitoringSchedule_RequestSyntax) **   <a name="sagemaker-CreateMonitoringSchedule-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_CreateMonitoringSchedule_ResponseSyntax"></a>

```
{
   "MonitoringScheduleArn": "string"
}
```

## Response Elements
<a name="API_CreateMonitoringSchedule_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.

 ** [MonitoringScheduleArn](#API_CreateMonitoringSchedule_ResponseSyntax) **   <a name="sagemaker-CreateMonitoringSchedule-response-MonitoringScheduleArn"></a>
The Amazon Resource Name (ARN) of the monitoring schedule.  
Type: String  
Length Constraints: Minimum length of 0. Maximum length of 256.  
Pattern: `.*` 

## Errors
<a name="API_CreateMonitoringSchedule_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_CreateMonitoringSchedule_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/CreateMonitoringSchedule) 
+  [AWS SDK for .NET V4](https://docs.aws.amazon.com/goto/DotNetSDKV4/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for C\$1\$1](https://docs.aws.amazon.com/goto/SdkForCpp/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for Go v2](https://docs.aws.amazon.com/goto/SdkForGoV2/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for Java V2](https://docs.aws.amazon.com/goto/SdkForJavaV2/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for JavaScript V3](https://docs.aws.amazon.com/goto/SdkForJavaScriptV3/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for Kotlin](https://docs.aws.amazon.com/goto/SdkForKotlin/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for PHP V3](https://docs.aws.amazon.com/goto/SdkForPHPV3/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for Python](https://docs.aws.amazon.com/goto/boto3/sagemaker-2017-07-24/CreateMonitoringSchedule) 
+  [AWS SDK for Ruby V3](https://docs.aws.amazon.com/goto/SdkForRubyV3/sagemaker-2017-07-24/CreateMonitoringSchedule)