MonitoringTarget Class

Monitoring target.

Constructor

MonitoringTarget(*, ml_task: str | MonitorTargetTasks | None = None, endpoint_deployment_id: str | None = None, model_id: str | None = None)

Keyword-Only Parameters

Name	Description
ml_task	Optional[Union[str, MonitorTargetTasks]] Type of task. Allowed values: Classification, Regression, and QuestionAnswering
endpoint_deployment_id	Optional[str] The ARM ID of the target deployment. Mutually exclusive with model_id.
model_id	Optional[str] ARM ID of the target model ID. Mutually exclusive with endpoint_deployment_id.

Examples

Setting a monitoring target using endpoint_deployment_id.

   from azure.ai.ml.entities import (
       AlertNotification,
       MonitorDefinition,
       MonitoringTarget,
       SparkResourceConfiguration,
   )

   monitor_definition = MonitorDefinition(
       compute=SparkResourceConfiguration(instance_type="standard_e4s_v3", runtime_version="3.4"),
       monitoring_target=MonitoringTarget(
           ml_task="Classification",
           endpoint_deployment_id="azureml:fraud_detection_endpoint:fraud_detection_deployment",
       ),
       alert_notification=AlertNotification(emails=["abc@example.com", "def@example.com"]),
   )