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9087e3a9
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9087e3a9
编写于
2月 23, 2017
作者:
Y
Yu Yang
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Follow comments to use struct get return value.
上级
e67aac1b
变更
2
显示空白变更内容
内联
并排
Showing
2 changed file
with
56 addition
and
74 deletion
+56
-74
paddle/gserver/evaluators/Evaluator.cpp
paddle/gserver/evaluators/Evaluator.cpp
+43
-65
paddle/gserver/evaluators/Evaluator.h
paddle/gserver/evaluators/Evaluator.h
+13
-9
未找到文件。
paddle/gserver/evaluators/Evaluator.cpp
浏览文件 @
9087e3a9
...
...
@@ -647,33 +647,24 @@ real PrecisionRecallEvaluator::evalImp(std::vector<Argument>& arguments) {
}
void
PrecisionRecallEvaluator
::
printStats
(
std
::
ostream
&
os
)
const
{
double
precision
,
recall
,
f1
,
macroAvgPrecision
,
macroAvgRecall
,
macroAvgF1Score
,
microAvgPrecision
,
microAvgRecall
,
microAvgF1Score
;
bool
containMacroMicroInfo
=
getStatsInfo
(
&
precision
,
&
recall
,
&
f1
,
&
macroAvgPrecision
,
&
macroAvgRecall
,
&
macroAvgF1Score
,
&
microAvgPrecision
,
&
microAvgRecall
,
&
microAvgF1Score
);
PrintStatsInfo
info
;
bool
containMacroMicroInfo
=
getStatsInfo
(
&
info
);
os
<<
"positive_label="
<<
config_
.
positive_label
()
<<
" precision="
<<
precision
<<
" recall="
<<
recall
<<
" F1-score="
<<
f1
;
<<
" precision="
<<
info
.
precision
<<
" recall="
<<
info
.
recall
<<
" F1-score="
<<
info
.
f1
;
if
(
containMacroMicroInfo
)
{
os
<<
"macro-average-precision="
<<
macroAvgPrecision
<<
" macro-average-recall="
<<
macroAvgRecall
<<
" macro-average-F1-score="
<<
macroAvgF1Score
;
os
<<
"macro-average-precision="
<<
info
.
macroAvgPrecision
<<
" macro-average-recall="
<<
info
.
macroAvgRecall
<<
" macro-average-F1-score="
<<
info
.
macroAvgF1Score
;
if
(
!
isMultiBinaryLabel_
)
{
// precision and recall are equal in this case
os
<<
" micro-average-precision="
<<
microAvgPrecision
;
os
<<
" micro-average-precision="
<<
info
.
microAvgPrecision
;
}
else
{
os
<<
" micro-average-precision="
<<
microAvgPrecision
<<
" micro-average-recall="
<<
microAvgRecall
<<
" micro-average-F1-score="
<<
microAvgF1Score
;
os
<<
" micro-average-precision="
<<
info
.
microAvgPrecision
<<
" micro-average-recall="
<<
info
.
microAvgRecall
<<
" micro-average-F1-score="
<<
info
.
microAvgF1Score
;
}
}
};
}
void
PrecisionRecallEvaluator
::
calcStatsInfo
(
const
MatrixPtr
&
output
,
...
...
@@ -756,31 +747,22 @@ void PrecisionRecallEvaluator::calcStatsInfoMulti(const MatrixPtr& output,
void
PrecisionRecallEvaluator
::
storeLocalValues
()
const
{
if
(
this
->
values_
.
size
()
==
0
)
{
double
precision
,
recall
,
f1
,
macroAvgPrecision
,
macroAvgRecall
,
macroAvgF1Score
,
microAvgPrecision
,
microAvgRecall
,
microAvgF1Score
;
bool
containMacroMicroInfo
=
getStatsInfo
(
&
precision
,
&
recall
,
&
f1
,
&
macroAvgPrecision
,
&
macroAvgRecall
,
&
macroAvgF1Score
,
&
microAvgPrecision
,
&
microAvgRecall
,
&
microAvgF1Score
);
values_
[
"precision"
]
=
precision
;
values_
[
"recal"
]
=
recall
;
values_
[
"F1-score"
]
=
f1
;
PrintStatsInfo
info
;
bool
containMacroMicroInfo
=
getStatsInfo
(
&
info
);
values_
[
"precision"
]
=
info
.
precision
;
values_
[
"recal"
]
=
info
.
recall
;
values_
[
"F1-score"
]
=
info
.
f1
;
if
(
containMacroMicroInfo
)
{
values_
[
"macro-average-precision"
]
=
macroAvgPrecision
;
values_
[
"macro-average-recall"
]
=
macroAvgRecall
;
values_
[
"macro-average-F1-score"
]
=
macroAvgF1Score
;
values_
[
"macro-average-precision"
]
=
info
.
macroAvgPrecision
;
values_
[
"macro-average-recall"
]
=
info
.
macroAvgRecall
;
values_
[
"macro-average-F1-score"
]
=
info
.
macroAvgF1Score
;
if
(
!
isMultiBinaryLabel_
)
{
// precision and recall are equal in this case
values_
[
"micro-average-precision"
]
=
microAvgPrecision
;
values_
[
"micro-average-precision"
]
=
info
.
microAvgPrecision
;
}
else
{
values_
[
"micro-average-precision"
]
=
microAvgPrecision
;
values_
[
"micro-average-recall"
]
=
microAvgRecall
;
values_
[
"micro-average-F1-score"
]
=
microAvgF1Score
;
values_
[
"micro-average-precision"
]
=
info
.
microAvgPrecision
;
values_
[
"micro-average-recall"
]
=
info
.
microAvgRecall
;
values_
[
"micro-average-F1-score"
]
=
info
.
microAvgF1Score
;
}
}
}
...
...
@@ -836,23 +818,16 @@ void PrecisionRecallEvaluator::distributeEval(ParameterClient2* client) {
delete
[]
buf
;
}
bool
PrecisionRecallEvaluator
::
getStatsInfo
(
double
*
precision
,
double
*
recall
,
double
*
f1
,
double
*
macroAvgPrecision
,
double
*
macroAvgRecall
,
double
*
macroAvgF1Score
,
double
*
microAvgPrecision
,
double
*
microAvgRecall
,
double
*
microAvgF1Score
)
const
{
bool
PrecisionRecallEvaluator
::
getStatsInfo
(
PrecisionRecallEvaluator
::
PrintStatsInfo
*
info
)
const
{
int
label
=
config_
.
positive_label
();
if
(
label
!=
-
1
)
{
CHECK
(
label
>=
0
&&
label
<
(
int
)
statsInfo_
.
size
())
<<
"positive_label ["
<<
label
<<
"] should be in range [0, "
<<
statsInfo_
.
size
()
<<
")"
;
*
precision
=
calcPrecision
(
statsInfo_
[
label
].
TP
,
statsInfo_
[
label
].
FP
);
*
recall
=
calcRecall
(
statsInfo_
[
label
].
TP
,
statsInfo_
[
label
].
FN
);
*
f1
=
calcF1Score
(
*
precision
,
*
recall
);
info
->
precision
=
calcPrecision
(
statsInfo_
[
label
].
TP
,
statsInfo_
[
label
].
FP
);
info
->
recall
=
calcRecall
(
statsInfo_
[
label
].
TP
,
statsInfo_
[
label
].
FN
);
info
->
f1
=
calcF1Score
(
info
->
precision
,
info
->
recall
);
return
false
;
}
...
...
@@ -861,23 +836,26 @@ bool PrecisionRecallEvaluator::getStatsInfo(double* precision,
double
microTotalTP
=
0
;
double
microTotalFP
=
0
;
double
microTotalFN
=
0
;
*
macroAvgPrecision
=
0
;
*
macroAvgRecall
=
0
;
info
->
macroAvgPrecision
=
0
;
info
->
macroAvgRecall
=
0
;
size_t
numLabels
=
statsInfo_
.
size
();
for
(
size_t
i
=
0
;
i
<
numLabels
;
++
i
)
{
microTotalTP
+=
statsInfo_
[
i
].
TP
;
microTotalFP
+=
statsInfo_
[
i
].
FP
;
microTotalFN
+=
statsInfo_
[
i
].
FN
;
*
macroAvgPrecision
+=
calcPrecision
(
statsInfo_
[
i
].
TP
,
statsInfo_
[
i
].
FP
);
*
macroAvgRecall
+=
calcRecall
(
statsInfo_
[
i
].
TP
,
statsInfo_
[
i
].
FN
);
}
*
macroAvgPrecision
/=
numLabels
;
*
macroAvgRecall
/=
numLabels
;
*
macroAvgF1Score
=
calcF1Score
(
*
macroAvgPrecision
,
*
macroAvgRecall
);
*
microAvgPrecision
=
calcPrecision
(
microTotalTP
,
microTotalFP
);
*
microAvgRecall
=
calcPrecision
(
microTotalTP
,
microTotalFN
);
*
microAvgF1Score
=
calcF1Score
(
*
microAvgPrecision
,
*
microAvgRecall
);
info
->
macroAvgPrecision
+=
calcPrecision
(
statsInfo_
[
i
].
TP
,
statsInfo_
[
i
].
FP
);
info
->
macroAvgRecall
+=
calcRecall
(
statsInfo_
[
i
].
TP
,
statsInfo_
[
i
].
FN
);
}
info
->
macroAvgPrecision
/=
numLabels
;
info
->
macroAvgRecall
/=
numLabels
;
info
->
macroAvgF1Score
=
calcF1Score
(
info
->
macroAvgPrecision
,
info
->
macroAvgRecall
);
info
->
microAvgPrecision
=
calcPrecision
(
microTotalTP
,
microTotalFP
);
info
->
microAvgRecall
=
calcPrecision
(
microTotalTP
,
microTotalFN
);
info
->
microAvgF1Score
=
calcF1Score
(
info
->
microAvgPrecision
,
info
->
microAvgRecall
);
return
true
;
}
...
...
paddle/gserver/evaluators/Evaluator.h
浏览文件 @
9087e3a9
...
...
@@ -379,15 +379,19 @@ private:
IVectorPtr
cpuLabel_
;
MatrixPtr
cpuWeight_
;
bool
getStatsInfo
(
double
*
precision
,
double
*
recall
,
double
*
f1
,
double
*
macroAvgPrecision
,
double
*
macroAvgRecall
,
double
*
macroAvgF1Score
,
double
*
microAvgPrecision
,
double
*
microAvgRecall
,
double
*
microAvgF1Score
)
const
;
struct
PrintStatsInfo
{
double
precision
;
double
recall
;
double
f1
;
double
macroAvgPrecision
;
double
macroAvgRecall
;
double
macroAvgF1Score
;
double
microAvgPrecision
;
double
microAvgRecall
;
double
microAvgF1Score
;
};
bool
getStatsInfo
(
PrintStatsInfo
*
info
)
const
;
void
calcStatsInfo
(
const
MatrixPtr
&
output
,
const
IVectorPtr
&
label
,
...
...
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