components data_drift_signal_monitor - Azure/azureml-assets GitHub Wiki
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
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 |
Name | Description | Type |
---|---|---|
signal_output | uri_folder |