def __init__(self, forward_func: Callable) -> None:
r"""
Args:
forward_func (callable): The forward function of the model or
any modification of it
"""
Lime.__init__(
self,
forward_func,
linear_regression_interpretable_model_trainer,
kernel_shap_similarity_kernel,
)
def __init__(self, forward_func: Callable) -> None:
r"""
Args:
forward_func (callable): The forward function of the model or
any modification of it
"""
Lime.__init__(
self,
forward_func,
SkLearnLinearRegression(),
kernel_shap_similarity_kernel,
)
def __init__(self, forward_func: Callable) -> None:
r"""
Args:
forward_func (callable): The forward function of the model or
any modification of it
"""
Lime.__init__(
self,
forward_func,
interpretable_model=SkLearnLinearRegression(),
similarity_func=self.kernel_shap_similarity_kernel,
perturb_func=self.kernel_shap_perturb_generator,
)
self.inf_weight = 1000000.0