components prediction_drift_signal_monitor - Azure/azureml-assets GitHub Wiki

Prediction Drift - Signal Monitor

prediction_drift_signal_monitor

Overview

Computes the prediction drift between a baseline and a target data assets.

Version: 0.4.25

View in Studio: https://ml.azure.com/registries/azureml/components/prediction_drift_signal_monitor/version/0.4.25

Inputs

Name Description Type Default Optional Enum
signal_name string
monitor_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
monitor_current_time string
filter_type string All
filter_value string *
notification_emails 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
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