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magicwindyyd
mindspore
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0d7bca08
M
mindspore
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0d7bca08
编写于
9月 08, 2020
作者:
M
mindspore-ci-bot
提交者:
Gitee
9月 08, 2020
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!5848 modify initializer notes
Merge pull request !5848 from baiyangfan/note
上级
f9845181
100f6b5c
变更
1
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Showing
1 changed file
with
18 addition
and
9 deletion
+18
-9
mindspore/common/initializer.py
mindspore/common/initializer.py
+18
-9
未找到文件。
mindspore/common/initializer.py
浏览文件 @
0d7bca08
...
...
@@ -32,12 +32,13 @@ _INITIALIZER_ALIAS = dict()
class
Initializer
:
"""
The base class of the initializer.
Initialization of tensor basic attributes and model weight values.
Args:
kwargs (dict): Keyword arguments for Initializer.
Returns:
Array, a
ssigned array
.
Array, a
n array after being initialized
.
"""
def
__init__
(
self
,
**
kwargs
):
self
.
_kwargs
=
kwargs
...
...
@@ -72,9 +73,9 @@ class Initializer:
Args:
slice_index (int): Slice index of a parameter's slices.
Used when initialize a slice of the parameter, it guarantee that
devices use
the same slice can generate the same tensor.
shape (list[int]): Shape of the slice, used when initialize a slice of the parameter.
It is used when initialize a slice of a parameter, it guarantees that devices
using
the same slice can generate the same tensor.
shape (list[int]): Shape of the slice,
it is
used when initialize a slice of the parameter.
"""
arr
=
None
if
shape
is
None
:
...
...
@@ -138,7 +139,7 @@ class Zero(Initializer):
arr (Array): The array to be assigned.
Returns:
Array, a
ssigned array
.
Array, a
n array after being assigned
.
"""
def
_initialize
(
self
,
arr
):
_assignment
(
arr
,
0
)
...
...
@@ -265,7 +266,12 @@ def _calculate_in_and_out(arr):
class
XavierUniform
(
Initializer
):
r
"""
Initialize the array with xavier uniform algorithm, and from a uniform distribution collect samples within
U[-boundary, boundary] where :math:`boundary = gain * \sqrt{\frac{6}{n_{in} + n_{out}}}`.
U[-boundary, boundary] The boundary is defined as :
math:`boundary = gain * \sqrt{\frac{6}{n_{in} + n_{out}}}`.
math:`n_{in}` is the number of input units in the weight tensor.
math:`n_{out}` is the number of output units in the weight tensor.
Args:
gain (Array): The array to be assigned. Default: 1.
...
...
@@ -290,8 +296,11 @@ class XavierUniform(Initializer):
class
HeUniform
(
Initializer
):
r
"""
Initialize the array with He kaiming uniform algorithm, and from a uniform distribution collect samples within
U[-boundary, boundary] where :math:`boundary = \sqrt{\frac{6}{n_{in}}}` where :math:`n_{in}` is the number of
input units in the weight tensor.
U[-boundary, boundary] The boundary is defined as :
math:`boundary = \sqrt{\frac{6}{n_{in}}}`
math:`n_{in}` is the number of input units in the weight tensor.
Args:
arr (Array): The array to be assigned.
...
...
@@ -346,7 +355,7 @@ class Constant(Initializer):
value (Union[int, numpy.ndarray]): The value to initialize.
Returns:
Array,
initialize array
.
Array,
an array after being assigned
.
"""
def
__init__
(
self
,
value
):
super
(
Constant
,
self
).
__init__
(
value
=
value
)
...
...
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