abacusai.monitor_drift_and_distributions

Classes

MonitorDriftAndDistributions

Summary of important model monitoring statistics for features available in a model monitoring instance

Module Contents

class abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions(client, featureDrifts=None, featureDistributions=None, nestedDrifts=None, forecastingMonitorSummary={}, embeddingsDistribution={})

Bases: abacusai.return_class.AbstractApiClass

Summary of important model monitoring statistics for features available in a model monitoring instance

Parameters:

• client (ApiClient) – An authenticated API Client instance

• featureDrifts (list[dict]) – A list of dicts of eligible feature names and corresponding overall feature drift measures.

• featureDistributions (list[dict]) – A list of dicts of feature names and corresponding feature distributions.

• nestedDrifts (list[dict]) – A list of dicts of nested feature names and corresponding overall feature drift measures.

• forecastingMonitorSummary (ForecastingMonitorSummary) – Summary of important model monitoring statistics for features available in a model monitoring instance

• embeddingsDistribution (EmbeddingFeatureDriftDistribution) – Summary of important model monitoring statistics for features available in a model monitoring instance

feature_drifts

feature_distributions

nested_drifts

forecasting_monitor_summary

embeddings_distribution

deprecated_keys

__repr__()

to_dict()

Get a dict representation of the parameters in this class

Returns:

The dict value representation of the class parameters

Return type:

dict