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mindspore
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2538f0ba
M
mindspore
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2538f0ba
编写于
4月 27, 2020
作者:
M
mindspore-ci-bot
提交者:
Gitee
4月 27, 2020
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差异文件
!720 fix doc problem
Merge pull request !720 from JichenZhao/normfix
上级
d69084f6
89b797ae
变更
1
隐藏空白更改
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并排
Showing
1 changed file
with
8 addition
and
2 deletion
+8
-2
mindspore/nn/layer/normalization.py
mindspore/nn/layer/normalization.py
+8
-2
未找到文件。
mindspore/nn/layer/normalization.py
浏览文件 @
2538f0ba
...
...
@@ -17,6 +17,7 @@ from mindspore.ops import operations as P
from
mindspore.ops
import
functional
as
F
from
mindspore.common.parameter
import
Parameter
from
mindspore.common.initializer
import
initializer
from
mindspore.ops.primitive
import
constexpr
from
mindspore.common.tensor
import
Tensor
import
mindspore.common.dtype
as
mstype
import
mindspore.context
as
context
...
...
@@ -166,6 +167,10 @@ class _BatchNorm(Cell):
return
'num_features={}, eps={}, momentum={}, gamma={}, beta={}, moving_mean={}, moving_variance={}'
.
format
(
self
.
num_features
,
self
.
eps
,
self
.
momentum
,
self
.
gamma
,
self
.
beta
,
self
.
moving_mean
,
self
.
moving_variance
)
@
constexpr
def
_channel_check
(
channel
,
num_channel
):
if
channel
!=
num_channel
:
raise
ValueError
(
"the input channel is not equal with num_channel"
)
class
BatchNorm1d
(
_BatchNorm
):
r
"""
...
...
@@ -324,7 +329,7 @@ class GlobalBatchNorm(_BatchNorm):
Args:
num_features (int): `C` from an expected input of size (N, C, H, W).
device_num_each_group (int): The number of device in each group.
device_num_each_group (int): The number of device
s
in each group.
eps (float): A value added to the denominator for numerical stability. Default: 1e-5.
momentum (float): A floating hyperparameter of the momentum for the
running_mean and running_var computation. Default: 0.9.
...
...
@@ -350,7 +355,7 @@ class GlobalBatchNorm(_BatchNorm):
Tensor, the normalized, scaled, offset tensor, of shape :math:`(N, C_{out}, H_{out}, W_{out})`.
Examples:
>>> global_bn_op = nn.GlobalBatchNorm(num_features=3, group=4)
>>> global_bn_op = nn.GlobalBatchNorm(num_features=3,
device_num_each_
group=4)
>>> input = Tensor(np.random.randint(0, 255, [1, 3, 224, 224]), mindspore.float32)
>>> global_bn_op(input)
"""
...
...
@@ -507,6 +512,7 @@ class GroupNorm(Cell):
def
construct
(
self
,
x
):
batch
,
channel
,
height
,
width
=
self
.
shape
(
x
)
_channel_check
(
channel
,
self
.
num_channels
)
x
=
self
.
reshape
(
x
,
(
batch
,
self
.
num_groups
,
channel
*
height
*
width
/
self
.
num_groups
))
mean
=
self
.
reduce_mean
(
x
,
2
)
var
=
self
.
reduce_sum
(
self
.
square
(
x
-
mean
),
2
)
/
(
channel
*
height
*
width
/
self
.
num_groups
-
1
)
...
...
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