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NiuTrans
NiuTrans.Tensor
Commits
6bc6a058
Commit
6bc6a058
authored
Feb 18, 2020
by
huchi
Browse files
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update xtensor function call
parent
c177e3c5
隐藏空白字符变更
内嵌
并排
正在显示
2 个修改的文件
包含
18 行增加
和
17 行删除
+18
-17
source/sample/transformer/T2TModel.cpp
+16
-15
source/sample/transformer/T2TSearch.cpp
+2
-2
没有找到文件。
source/sample/transformer/T2TModel.cpp
查看文件 @
6bc6a058
...
@@ -216,8 +216,8 @@ make the mask for training MT models
...
@@ -216,8 +216,8 @@ make the mask for training MT models
>> maksEncDec - mask of the decoder enc-dec attention
>> maksEncDec - mask of the decoder enc-dec attention
*/
*/
void
T2TModel
::
MakeMTMask
(
XTensor
&
inputEnc
,
XTensor
&
inputDec
,
void
T2TModel
::
MakeMTMask
(
XTensor
&
inputEnc
,
XTensor
&
inputDec
,
XTensor
&
paddingEnc
,
XTensor
&
paddingDec
,
XTensor
&
paddingEnc
,
XTensor
&
paddingDec
,
XTensor
&
maskEnc
,
XTensor
&
maskDec
,
XTensor
&
maskEncDec
)
XTensor
&
maskEnc
,
XTensor
&
maskDec
,
XTensor
&
maskEncDec
)
{
{
int
len
=
inputDec
.
GetDim
(
inputDec
.
order
-
1
);
int
len
=
inputDec
.
GetDim
(
inputDec
.
order
-
1
);
int
*
dims
=
new
int
[
inputDec
.
order
+
2
];
int
*
dims
=
new
int
[
inputDec
.
order
+
2
];
...
@@ -225,7 +225,7 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
...
@@ -225,7 +225,7 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
dims
[
i
+
1
]
=
inputDec
.
GetDim
(
i
);
dims
[
i
+
1
]
=
inputDec
.
GetDim
(
i
);
dims
[
0
]
=
nhead
;
dims
[
0
]
=
nhead
;
dims
[
inputDec
.
order
+
1
]
=
len
;
dims
[
inputDec
.
order
+
1
]
=
len
;
InitTensor
(
&
maskDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
paddingDec
.
devID
);
InitTensor
V2
(
&
maskDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
1.0
F
,
paddingDec
.
devID
);
/* an upper triangular matrix where the cells of the upper triangular are set to -1e-9.
/* an upper triangular matrix where the cells of the upper triangular are set to -1e-9.
this matrix can be used to prevent the attention to current or following words in
this matrix can be used to prevent the attention to current or following words in
...
@@ -235,10 +235,10 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
...
@@ -235,10 +235,10 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
/* encoder-decoder mask that prevents the attention to padding dummy words */
/* encoder-decoder mask that prevents the attention to padding dummy words */
dims
[
inputDec
.
order
+
1
]
=
inputEnc
.
GetDim
(
inputEnc
.
order
-
1
);
dims
[
inputDec
.
order
+
1
]
=
inputEnc
.
GetDim
(
inputEnc
.
order
-
1
);
InitTensor
(
&
maskEncDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
1.0
F
,
paddingEnc
.
devID
);
InitTensor
V2
(
&
maskEncDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
1.0
F
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPEnc
=
NewTensorBuf
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
dataType
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPEnc
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPDec
=
NewTensorBuf
(
maskEncDecTMPEnc
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPDec
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
_Unsqueeze
(
&
paddingEnc
,
maskEncDecTMPEnc
,
paddingEnc
.
order
-
1
,
paddingDec
.
GetDim
(
-
1
));
_Unsqueeze
(
&
paddingEnc
,
maskEncDecTMPEnc
,
paddingEnc
.
order
-
1
,
paddingDec
.
GetDim
(
-
1
));
_ScaleAndShiftMe
(
maskEncDecTMPEnc
,
1e9
F
,
-
1e9
F
);
_ScaleAndShiftMe
(
maskEncDecTMPEnc
,
1e9
F
,
-
1e9
F
);
...
@@ -254,13 +254,13 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
...
@@ -254,13 +254,13 @@ void T2TModel::MakeMTMask(XTensor& inputEnc, XTensor& inputDec,
dimsPadding
[
paddingEnc
.
order
-
1
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
-
1
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
]
=
paddingEnc
.
GetDim
(
-
1
);
XTensor
*
padding2
=
NewTensorBuf
(
paddingEnc
.
order
+
1
,
dimsPadding
,
paddingEnc
.
dataType
,
paddingEnc
.
devID
);
XTensor
*
padding2
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
1
,
dimsPadding
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
for
(
int
i
=
0
;
i
<
padding2
->
order
;
i
++
)
for
(
int
i
=
0
;
i
<
padding2
->
order
;
i
++
)
dimsPadding
[
i
+
1
]
=
padding2
->
GetDim
(
i
);
dimsPadding
[
i
+
1
]
=
padding2
->
GetDim
(
i
);
dimsPadding
[
0
]
=
nhead
;
dimsPadding
[
0
]
=
nhead
;
XTensor
*
padding3
=
NewTensorBuf
(
paddingEnc
.
order
+
2
,
dimsPadding
,
paddingEnc
.
dataType
,
paddingEnc
.
devID
);
XTensor
*
padding3
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
2
,
dimsPadding
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
/* mask of the padding */
/* mask of the padding */
_Unsqueeze
(
&
paddingEnc
,
padding2
,
paddingEnc
.
order
-
1
,
paddingEnc
.
GetDim
(
-
1
));
_Unsqueeze
(
&
paddingEnc
,
padding2
,
paddingEnc
.
order
-
1
,
paddingEnc
.
GetDim
(
-
1
));
...
@@ -296,13 +296,13 @@ void T2TModel::MakeMTMaskEnc(XTensor& inputEnc, XTensor& paddingEnc, XTensor& ma
...
@@ -296,13 +296,13 @@ void T2TModel::MakeMTMaskEnc(XTensor& inputEnc, XTensor& paddingEnc, XTensor& ma
dimsPadding
[
paddingEnc
.
order
-
1
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
-
1
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
]
=
paddingEnc
.
GetDim
(
-
1
);
dimsPadding
[
paddingEnc
.
order
]
=
paddingEnc
.
GetDim
(
-
1
);
XTensor
*
padding2
=
NewTensorBuf
(
paddingEnc
.
order
+
1
,
dimsPadding
,
paddingEnc
.
dataType
,
paddingEnc
.
devID
);
XTensor
*
padding2
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
1
,
dimsPadding
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
for
(
int
i
=
0
;
i
<
padding2
->
order
;
i
++
)
for
(
int
i
=
0
;
i
<
padding2
->
order
;
i
++
)
dimsPadding
[
i
+
1
]
=
padding2
->
GetDim
(
i
);
dimsPadding
[
i
+
1
]
=
padding2
->
GetDim
(
i
);
dimsPadding
[
0
]
=
nhead
;
dimsPadding
[
0
]
=
nhead
;
XTensor
*
padding3
=
NewTensorBuf
(
paddingEnc
.
order
+
2
,
dimsPadding
,
paddingEnc
.
dataType
,
paddingEnc
.
devID
);
XTensor
*
padding3
=
NewTensorBuf
V2
(
paddingEnc
.
order
+
2
,
dimsPadding
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
/* mask of the padding */
/* mask of the padding */
_Unsqueeze
(
&
paddingEnc
,
padding2
,
paddingEnc
.
order
-
1
,
paddingEnc
.
GetDim
(
-
1
));
_Unsqueeze
(
&
paddingEnc
,
padding2
,
paddingEnc
.
order
-
1
,
paddingEnc
.
GetDim
(
-
1
));
...
@@ -340,7 +340,7 @@ void T2TModel::MakeMTMaskDec(XTensor &inputEnc, XTensor &inputDec,
...
@@ -340,7 +340,7 @@ void T2TModel::MakeMTMaskDec(XTensor &inputEnc, XTensor &inputDec,
dims
[
i
+
1
]
=
inputDec
.
GetDim
(
i
);
dims
[
i
+
1
]
=
inputDec
.
GetDim
(
i
);
dims
[
0
]
=
nhead
;
dims
[
0
]
=
nhead
;
dims
[
inputDec
.
order
+
1
]
=
len
;
dims
[
inputDec
.
order
+
1
]
=
len
;
InitTensor
(
&
maskDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
paddingDec
.
devID
);
InitTensor
V2
(
&
maskDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
1.0
F
,
paddingDec
.
devID
);
/* An upper triangular matrix where the cells of the upper triangular are set to -1e-9.
/* An upper triangular matrix where the cells of the upper triangular are set to -1e-9.
This matrix can be used to block the attention to current or following words in
This matrix can be used to block the attention to current or following words in
...
@@ -355,11 +355,12 @@ void T2TModel::MakeMTMaskDec(XTensor &inputEnc, XTensor &inputDec,
...
@@ -355,11 +355,12 @@ void T2TModel::MakeMTMaskDec(XTensor &inputEnc, XTensor &inputDec,
/* encoder-decoder mask that prevents the attention to padding dummy words */
/* encoder-decoder mask that prevents the attention to padding dummy words */
dims
[
inputDec
.
order
+
1
]
=
inputEnc
.
GetDim
(
inputEnc
.
order
-
1
);
dims
[
inputDec
.
order
+
1
]
=
inputEnc
.
GetDim
(
inputEnc
.
order
-
1
);
InitTensor
(
&
maskEncDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
paddingEnc
.
devID
);
InitTensor
V2
(
&
maskEncDec
,
inputDec
.
order
+
2
,
dims
,
X_FLOAT
,
1.0
F
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPEnc
=
NewTensorBuf
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
dataType
,
XTensor
*
maskEncDecTMPEnc
=
NewTensorBufV2
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
devID
);
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPDec
=
NewTensorBuf
(
maskEncDecTMPEnc
,
paddingEnc
.
devID
);
XTensor
*
maskEncDecTMPDec
=
NewTensorBufV2
(
paddingEnc
.
order
+
1
,
dims
+
1
,
paddingEnc
.
dataType
,
1.0
F
,
paddingEnc
.
devID
);
_Unsqueeze
(
&
paddingEnc
,
maskEncDecTMPEnc
,
paddingEnc
.
order
-
1
,
paddingDec
.
GetDim
(
-
1
));
_Unsqueeze
(
&
paddingEnc
,
maskEncDecTMPEnc
,
paddingEnc
.
order
-
1
,
paddingDec
.
GetDim
(
-
1
));
...
...
source/sample/transformer/T2TSearch.cpp
查看文件 @
6bc6a058
...
@@ -294,14 +294,14 @@ void T2TSearch::Generate(T2TStateBundle* beam)
...
@@ -294,14 +294,14 @@ void T2TSearch::Generate(T2TStateBundle* beam)
InitTensorV2
(
&
indexCPU
,
order
,
dimsTopK
,
X_INT
,
1.0
F
,
-
1
);
InitTensorV2
(
&
indexCPU
,
order
,
dimsTopK
,
X_INT
,
1.0
F
,
-
1
);
/* TODO: check the mask - mask the first and the padding id */
/* TODO: check the mask - mask the first and the padding id */
/*
int dimMask[]{ score.GetDim(-1) };
int
dimMask
[]{
score
.
GetDim
(
-
1
)
};
XTensor
mask
;
XTensor
mask
;
InitTensorV2
(
&
mask
,
1
,
dimMask
,
X_FLOAT
,
1.0
F
,
-
1
);
InitTensorV2
(
&
mask
,
1
,
dimMask
,
X_FLOAT
,
1.0
F
,
-
1
);
mask
.
SetZeroAll
();
mask
.
SetZeroAll
();
mask
.
Set1D
(
-
1e9
F
,
0
);
mask
.
Set1D
(
-
1e9
F
,
0
);
mask
.
Set1D
(
-
1e9
F
,
1
);
mask
.
Set1D
(
-
1e9
F
,
1
);
mask
.
SetDevice
(
score
.
devID
);
mask
.
SetDevice
(
score
.
devID
);
_SumDim(&score, &mask, 2);
*/
_SumDim
(
&
score
,
&
mask
,
2
);
score
.
Reshape
(
order
,
dimsBeam
);
score
.
Reshape
(
order
,
dimsBeam
);
...
...
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