未验证 提交 a2c278a7 编写于 作者: S SunAhong1993 提交者: GitHub

Update explanation.py

上级 5371679d
......@@ -16,42 +16,6 @@ from .explanation_algorithms import CAM, LIME, NormLIME
from .normlime_base import precompute_normlime_weights
class Explanation(object):
"""
Base class for all explanation algorithms.
"""
def __init__(self, explanation_algorithm_name, predict_fn, **kwargs):
supported_algorithms = {
'cam': CAM,
'lime': LIME,
'normlime': NormLIME
}
self.algorithm_name = explanation_algorithm_name.lower()
assert self.algorithm_name in supported_algorithms.keys()
self.predict_fn = predict_fn
# initialization for the explanation algorithm.
self.explain_algorithm = supported_algorithms[self.algorithm_name](
self.predict_fn, **kwargs
)#copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
#
#Licensed under the Apache License, Version 2.0 (the "License");
#you may not use this file except in compliance with the License.
#You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
#Unless required by applicable law or agreed to in writing, software
#distributed under the License is distributed on an "AS IS" BASIS,
#WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
#See the License for the specific language governing permissions and
#limitations under the License.
from .explanation_algorithms import CAM, LIME, NormLIME
from .normlime_base import precompute_normlime_weights
class Explanation(object):
"""
Base class for all explanation algorithms.
......@@ -85,18 +49,3 @@ class Explanation(object):
"""
return self.explain_algorithm.explain(data_, visualization, save_to_disk, save_dir)
def explain(self, data_, visualization=True, save_to_disk=True, save_dir='./tmp'):
"""
Args:
data_: data_ can be a path or numpy.ndarray.
visualization: whether to show using matplotlib.
save_to_disk: whether to save the figure in local disk.
save_dir: dir to save figure if save_to_disk is True.
Returns:
"""
return self.explain_algorithm.explain(data_, visualization, save_to_disk, save_dir)
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