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32313994
编写于
12月 26, 2017
作者:
Y
Yang Yu
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电子邮件补丁
差异文件
Add forward test with mem
上级
2bfa9796
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python/paddle/v2/fluid/tests/test_dynrnn_gradient_check.py
python/paddle/v2/fluid/tests/test_dynrnn_gradient_check.py
+62
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未找到文件。
python/paddle/v2/fluid/tests/test_dynrnn_gradient_check.py
浏览文件 @
32313994
...
...
@@ -211,5 +211,67 @@ class TestSimpleMul(unittest.TestCase):
self
.
assertTrue
(
numpy
.
allclose
(
w_g_num
,
w_g
,
rtol
=
0.05
))
class
TestSimpleMulWithMemory
(
unittest
.
TestCase
):
DATA_WIDTH
=
32
HIDDEN_WIDTH
=
10
DATA_NAME
=
'X'
PARAM_NAME
=
'W'
class
SimpleMulWithMemory
(
BaseRNN
):
def
__init__
(
self
):
super
(
TestSimpleMulWithMemory
.
SimpleMulWithMemory
,
self
).
__init__
({
TestSimpleMulWithMemory
.
DATA_NAME
:
{
'shape'
:
[
TestSimpleMulWithMemory
.
DATA_WIDTH
]
}
},
{
'Mem'
:
{
'shape'
:
[
TestSimpleMulWithMemory
.
HIDDEN_WIDTH
]
}},
{
TestSimpleMulWithMemory
.
PARAM_NAME
:
{
'shape'
:
[
TestSimpleMulWithMemory
.
DATA_WIDTH
,
TestSimpleMulWithMemory
.
HIDDEN_WIDTH
]
}
},
[
'Out'
])
def
step
(
self
,
X
,
Mem
,
W
,
Out
):
o
=
numpy
.
matmul
(
X
,
W
)
assert
isinstance
(
Mem
,
Memory
)
o
+=
Mem
.
ex
Mem
.
update
(
o
)
assert
isinstance
(
Out
,
Output
)
Out
.
out
(
o
)
@
prog_scope
()
def
test_forward_backward
(
self
):
py_rnn
=
TestSimpleMulWithMemory
.
SimpleMulWithMemory
()
data
=
fluid
.
layers
.
data
(
name
=
self
.
DATA_NAME
,
shape
=
[
self
.
DATA_WIDTH
],
lod_level
=
1
)
rnn
=
fluid
.
layers
.
DynamicRNN
()
with
rnn
.
block
():
d
=
rnn
.
step_input
(
data
)
mem
=
rnn
.
memory
(
value
=
0.0
,
shape
=
[
self
.
HIDDEN_WIDTH
])
hidden
=
fluid
.
layers
.
fc
(
input
=
d
,
size
=
self
.
HIDDEN_WIDTH
,
param_attr
=
self
.
PARAM_NAME
,
bias_attr
=
False
,
act
=
None
)
o
=
fluid
.
layers
.
elementwise_add
(
x
=
hidden
,
y
=
mem
)
rnn
.
update_memory
(
mem
,
o
)
rnn
.
output
(
o
)
out
=
rnn
()
last
=
fluid
.
layers
.
sequence_pool
(
input
=
out
,
pool_type
=
'last'
)
cpu
=
fluid
.
CPUPlace
()
exe
=
fluid
.
Executor
(
cpu
)
last_np
,
=
exe
.
run
(
feed
=
py_rnn
.
to_feed
(
cpu
),
fetch_list
=
[
last
])
last_by_py
,
=
py_rnn
.
exe
().
values
()
self
.
assertTrue
(
numpy
.
allclose
(
last_np
,
last_by_py
))
if
__name__
==
'__main__'
:
unittest
.
main
()
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