interpret_community.common.aggregate module¶
Defines the aggregate explainer decorator for aggregating local explanations to global.
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interpret_community.common.aggregate.
add_explain_global_method
(cls)¶ Decorate an explainer to allow aggregating local explanations to global.
Adds a protected method _explain_global that creates local explanations and then aggregates them to a global explanation by averaging.
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interpret_community.common.aggregate.
init_aggregator_decorator
(init_func)¶ Decorate a constructor to wrap initialization examples in a DatasetWrapper.
Provided for convenience for tabular data explainers.
Parameters: init_func (Initialization constructor.) – Initialization constructor where the second argument is a dataset.