CustomMonitoringSignal Class

Note

This is an experimental class, and may change at any time. Please see https://aka.ms/azuremlexperimental for more information.

Custom monitoring signal.

Inheritance

azure.ai.ml.entities._mixins.RestTranslatableMixin

CustomMonitoringSignal

Constructor

CustomMonitoringSignal(*, inputs: Dict[str, Input] | None = None, metric_thresholds: List[CustomMonitoringMetricThreshold], component_id: str, connection: Connection | None = None, input_data: Dict[str, ReferenceData] | None = None, alert_enabled: bool = False, properties: Dict[str, str] | None = None)

Keyword-Only Parameters

Name	Description
input_data	Optional[dict[str, ReferenceData]] A dictionary of input datasets for monitoring. Each key is the component input port name, and its value is the data asset.
metric_thresholds	List[CustomMonitoringMetricThreshold] A list of metrics to calculate and their associated thresholds.
inputs	Optional[dict[str, <xref:azure.ai.ml.entities.Input>]]
component_id	str The ARM (Azure Resource Manager) ID of the component resource used to calculate the custom metrics.
connection	Optional[WorkspaceConnection] Specify connection with environment variables and secret configs.
alert_enabled	bool Whether or not to enable alerts for the signal. Defaults to True.
properties	Optional[dict[str, str]] A dictionary of custom properties for the signal.

Variables

Name	Description
type	str The type of the signal. Set to "custom" for this class.