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081fd41f
编写于
10月 18, 2018
作者:
Z
Zeng Jinle
提交者:
GitHub
10月 18, 2018
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Merge pull request #13944 from sneaxiy/add_layer_norm_doc
Add layer_norm doc to illustrate param_attr and bias_attr
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python/paddle/fluid/layers/nn.py
python/paddle/fluid/layers/nn.py
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python/paddle/fluid/layers/nn.py
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@@ -2317,19 +2317,28 @@ def layer_norm(input,
...
@@ -2317,19 +2317,28 @@ def layer_norm(input,
Args:
Args:
input(Variable): The input tensor variable.
input(Variable): The input tensor variable.
scale(bool): Whether to learn the adaptive gain :math:`g` after
scale(bool): Whether to learn the adaptive gain :math:`g` after
normalization.
normalization.
Default True.
shift(bool): Whether to learn the adaptive bias :math:`b` after
shift(bool): Whether to learn the adaptive bias :math:`b` after
normalization.
normalization.
Default True.
begin_norm_axis(
bool
): The normalization will be performed along
begin_norm_axis(
int
): The normalization will be performed along
dimensions from :attr:`begin_norm_axis` to :attr:`rank(input)`.
dimensions from :attr:`begin_norm_axis` to :attr:`rank(input)`.
Default 1.
epsilon(float): The small value added to the variance to prevent
epsilon(float): The small value added to the variance to prevent
division by zero.
division by zero.
Default 1e-05.
param_attr(ParamAttr|None): The parameter attribute for the learnable
param_attr(ParamAttr|None): The parameter attribute for the learnable
gain :math:`g`.
gain :math:`g`. If :attr:`scale` is False, :attr:`param_attr` is
omitted. If :attr:`scale` is True and :attr:`param_attr` is None,
a default :code:`ParamAttr` would be added as scale. The
:attr:`param_attr` is initialized as 1 if it is added. Default None.
bias_attr(ParamAttr|None): The parameter attribute for the learnable
bias_attr(ParamAttr|None): The parameter attribute for the learnable
bias :math:`b`.
bias :math:`b`. If :attr:`shift` is False, :attr:`bias_attr` is
omitted. If :attr:`shift` is True and :attr:`param_attr` is None,
a default :code:`ParamAttr` would be added as bias. The
:attr:`bias_attr` is initialized as 0 if it is added. Default None.
act(str): Activation to be applied to the output of layer normalizaiton.
act(str): Activation to be applied to the output of layer normalizaiton.
name (str): The name of this layer. It is optional.
Default None.
name(str): The name of this layer. It is optional. Default None, and a
unique name would be generated automatically.
Returns:
Returns:
${y_comment}
${y_comment}
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