interpret_community.dataset.decorator module

Defines a decorator for tabular data which wraps pandas dataframes, scipy and numpy arrays in a DatasetWrapper.

interpret_community.dataset.decorator.init_tabular_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.

interpret_community.dataset.decorator.tabular_decorator(explain_func)

Decorate an explanation function to wrap evaluation examples in a DatasetWrapper.

Parameters:: explain_func (explanation function) – An explanation function where the first argument is a dataset.