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.
- interpret_community.dataset.decorator.wrap_dataset(dataset)