ex_iterable = self._ex_iterable
        # no need to apply features if ex_iterable is typed and if there was no cast_column()
        input_features = (
            None
            if (ex_iterable.is_typed and (self._info.features is None or self._info.features == ex_iterable.features))
            else self._info.features
        )