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a2c278a7
编写于
5月 16, 2020
作者:
S
SunAhong1993
提交者:
GitHub
5月 16, 2020
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Update explanation.py
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5371679d
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paddlex/cv/models/explanation/core/explanation.py
paddlex/cv/models/explanation/core/explanation.py
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paddlex/cv/models/explanation/core/explanation.py
浏览文件 @
a2c278a7
...
...
@@ -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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