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体验新版 GitCode,发现更多精彩内容 >>
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811c4ee4
编写于
1月 19, 2018
作者:
Y
yangyaming
浏览文件
操作
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电子邮件补丁
差异文件
Add python wrapper for sequence_reshape.
上级
7ab67e32
变更
3
显示空白变更内容
内联
并排
Showing
3 changed file
with
104 addition
and
37 deletion
+104
-37
doc/api/v2/fluid/layers.rst
doc/api/v2/fluid/layers.rst
+5
-0
python/paddle/v2/fluid/layers/nn.py
python/paddle/v2/fluid/layers/nn.py
+91
-37
python/paddle/v2/fluid/tests/test_layers.py
python/paddle/v2/fluid/tests/test_layers.py
+8
-0
未找到文件。
doc/api/v2/fluid/layers.rst
浏览文件 @
811c4ee4
...
...
@@ -504,3 +504,8 @@ l2_normalize
------------
.. autofunction:: paddle.v2.fluid.layers.l2_normalize
:noindex:
sequence_reshape
----------------
.. autofunction:: paddle.v2.fluid.layers.sequence_reshape
:noindex:
python/paddle/v2/fluid/layers/nn.py
浏览文件 @
811c4ee4
...
...
@@ -28,7 +28,7 @@ __all__ = [
'batch_norm'
,
'beam_search_decode'
,
'conv2d_transpose'
,
'sequence_expand'
,
'lstm_unit'
,
'reduce_sum'
,
'reduce_mean'
,
'reduce_max'
,
'reduce_min'
,
'sequence_first_step'
,
'sequence_last_step'
,
'dropout'
,
'split'
,
'l2_normalize'
,
'matmul'
,
'warpctc'
'l2_normalize'
,
'matmul'
,
'warpctc'
,
'sequence_reshape'
]
...
...
@@ -1914,3 +1914,57 @@ def warpctc(input, label, blank=0, norm_by_times=False, **kwargs):
attrs
=
{
'blank'
:
blank
,
'norm_by_times'
:
norm_by_times
})
return
loss_out
def
sequence_reshape
(
input
,
new_dim
):
"""
**Sequence Reshape Layer**
This layer will rearrange the input sequences. The new dimension is set by
user. Length of each sequence is computed according to original length,
original dimension and new dimension. The following example will help to
illustrate the function of this layer:
.. code-block:: text
x is a LoDTensor:
x.lod = [[0, 2, 6]]
x.data = [[1, 2], [3, 4],
[5, 6], [7, 8], [9, 10], [11, 12]]
x.dims = [6, 2]
set new_dim = 4
then out is a LoDTensor:
out.lod = [[0, 1, 3]]
out.data = [[1, 2, 3, 4],
[5, 6, 7, 8], [9, 10, 11, 12]]
out.dims = [3, 4]
Currently, only 1-level LoDTensor is supported and please make sure
(original length * original dimension) can be divided by new dimension with
no remainder for each sequence.
Args:
input (Variable): (LodTensor, default: LoDTensor<float>), a 2-D LoDTensor
with shape being [N, M] where M for dimension.
new_dim (int): New dimension which the input LoDTensor is reshaped to.
Returns:
Variable: Reshaped LoDTensor according to new dimension.
Examples:
.. code-block:: python
x = fluid.layers.data(name='x', shape=[5, 20],
dtype='float32', lod_level=1)
x_reshaped = layers.sequence_reshape(input=x, new_dim=10)
"""
helper
=
LayerHelper
(
'sequence_reshape'
,
**
locals
())
out
=
helper
.
create_tmp_variable
(
helper
.
input_dtype
())
helper
.
append_op
(
type
=
'sequence_reshape'
,
inputs
=
{
'X'
:
[
input
]},
outputs
=
{
'Out'
:
[
out
]},
attrs
=
{
'new_dim'
:
new_dim
})
return
out
python/paddle/v2/fluid/tests/test_layers.py
浏览文件 @
811c4ee4
...
...
@@ -216,6 +216,14 @@ class TestBook(unittest.TestCase):
self
.
assertIsNotNone
(
x
)
print
(
str
(
program
))
def
test_sequence_reshape
(
self
):
program
=
Program
()
with
program_guard
(
program
):
x
=
layers
.
data
(
name
=
'x'
,
shape
=
[
8
],
dtype
=
'float32'
,
lod_level
=
1
)
out
=
layers
.
sequence_reshape
(
input
=
x
,
new_dim
=
16
)
self
.
assertIsNotNone
(
out
)
print
(
str
(
program
))
if
__name__
==
'__main__'
:
unittest
.
main
()
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