components data_drift_signal_monitor

Data Drift - Signal Monitor

data_drift_signal_monitor

Overview

Computes the data drift between a baseline and production data assets.

Version: 0.3.49

View in Studio: https://ml.azure.com/registries/azureml/components/data_drift_signal_monitor/version/0.3.49

Inputs

Name	Description	Type	Default	Optional	Enum
monitor_name		string
signal_name		string
target_data		mltable
baseline_data		mltable
numerical_metric		string	NormalizedWassersteinDistance
categorical_metric		string	JensenShannonDistance
numerical_threshold		number	0.5
categorical_threshold		number	0.5
filter_type		string	All
filter_value		string	*
monitor_current_time		string
notification_emails		string		True
target_column		string		True
task_type		string		True
instance_type		string	standard_e4s_v3	True
override_numerical_features		string		True
override_categorical_features		string		True

Outputs

Name	Description	Type
signal_output		uri_folder