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72fe6d63
编写于
9月 27, 2020
作者:
L
lfchener
浏览文件
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浏览文件
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电子邮件补丁
差异文件
add test for add_position_encoding in dygraph mode
上级
7e02c366
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
35 addition
and
15 deletion
+35
-15
python/paddle/fluid/tests/unittests/test_add_position_encoding_op.py
...le/fluid/tests/unittests/test_add_position_encoding_op.py
+35
-15
未找到文件。
python/paddle/fluid/tests/unittests/test_add_position_encoding_op.py
浏览文件 @
72fe6d63
...
...
@@ -17,9 +17,31 @@ import math
import
paddle.fluid.core
as
core
from
op_test
import
OpTest
import
paddle.fluid
as
fluid
import
paddle
import
paddle.nn.functional
as
F
from
paddle.fluid
import
Program
,
program_guard
def
add_position_encoding
(
input
,
alpha
=
1.0
,
beta
=
1.0
):
batch_size
=
input
.
shape
[
0
]
max_length
=
input
.
shape
[
1
]
enc_size
=
input
.
shape
[
2
]
out
=
np
.
copy
(
input
)
half_shape
=
int
(
enc_size
/
2
)
for
i
in
range
(
batch_size
):
for
j
in
range
(
max_length
):
for
k
in
range
(
half_shape
):
val
=
j
/
pow
(
10000.0
,
k
*
1.0
/
(
half_shape
-
1
))
if
half_shape
>
1
else
j
/
10000.0
out
[
i
,
j
,
k
]
=
\
input
[
i
,
j
,
k
]
*
alpha
+
math
.
sin
(
val
)
*
beta
out
[
i
,
j
,
half_shape
+
k
]
=
\
input
[
i
,
j
,
half_shape
+
k
]
*
alpha
+
math
.
cos
(
val
)
*
beta
return
out
class
TestAddPositionEncodingTensorOp
(
OpTest
):
"""
This class is to test the AddPositionEncodingOp
...
...
@@ -56,22 +78,8 @@ class TestAddPositionEncodingTensorOp(OpTest):
self
.
alpha
=
0.6
self
.
beta
=
0.5
self
.
x
=
np
.
random
.
uniform
(
0.1
,
1
,
[
2
,
15
,
4
]).
astype
(
self
.
dtype
)
self
.
out
=
np
.
copy
(
self
.
x
)
batch_size
=
self
.
x
.
shape
[
0
]
max_length
=
self
.
x
.
shape
[
1
]
enc_size
=
self
.
x
.
shape
[
2
]
half_shape
=
int
(
enc_size
/
2
)
for
i
in
range
(
batch_size
):
for
j
in
range
(
max_length
):
for
k
in
range
(
half_shape
):
val
=
j
/
pow
(
10000.0
,
k
*
1.0
/
(
half_shape
-
1
))
if
half_shape
>
1
else
j
/
10000.0
self
.
out
[
i
,
j
,
k
]
=
\
self
.
x
[
i
,
j
,
k
]
*
self
.
alpha
+
math
.
sin
(
val
)
*
self
.
beta
self
.
out
[
i
,
j
,
half_shape
+
k
]
=
\
self
.
x
[
i
,
j
,
half_shape
+
k
]
*
self
.
alpha
+
math
.
cos
(
val
)
*
self
.
beta
self
.
out
=
add_position_encoding
(
self
.
x
,
self
.
alpha
,
self
.
beta
)
class
TestAddPositionEncodingLoDTensorOp
(
OpTest
):
...
...
@@ -145,5 +153,17 @@ class TestAddPositionEncodingOpError(unittest.TestCase):
self
.
assertRaises
(
TypeError
,
test_Variable
)
class
TestAddPositionEncodingOpDygraph
(
unittest
.
TestCase
):
def
test_dygraph
(
self
):
paddle
.
disable_static
()
tensor
=
np
.
random
.
randn
(
16
,
32
,
64
)
position_tensor
=
F
.
add_position_encoding
(
input
=
paddle
.
to_tensor
(
tensor
),
alpha
=
1.0
,
beta
=
1.0
).
numpy
()
paddle
.
enable_static
()
position_tensor_np
=
add_position_encoding
(
tensor
,
1.0
,
1.0
)
self
.
assertTrue
(
np
.
allclose
(
position_tensor
,
position_tensor_np
))
if
__name__
==
'__main__'
:
unittest
.
main
()
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