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7d343fca
编写于
11月 08, 2017
作者:
R
ranqiu
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差异文件
Update doc of layers.py
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db209f48
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75 addition
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98 deletion
+75
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python/paddle/trainer_config_helpers/layers.py
python/paddle/trainer_config_helpers/layers.py
+75
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python/paddle/trainer_config_helpers/layers.py
浏览文件 @
7d343fca
...
...
@@ -786,10 +786,9 @@ class MixedLayerType(LayerOutput):
:type size: int
:param act: Activation type.
:type act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer Attribute.
:type layer_attr: ExtraLayerAttribute or None
...
...
@@ -886,10 +885,9 @@ def mixed_layer(size=0,
then this function will just return layer's name.
:param act: Activation Type. LinearActivation is the default.
:type act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: The extra layer config. Default is None.
:type layer_attr: ExtraLayerAttribute
...
...
@@ -1031,10 +1029,9 @@ def fc_layer(input,
:type act: BaseActivation
:param param_attr: The Parameter Attribute|list.
:type param_attr: ParameterAttribute
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer config.
:type layer_attr: ExtraLayerAttribute | None
...
...
@@ -1387,10 +1384,9 @@ def pooling_layer(input,
:type pooling_type: BasePoolingType | None
:param stride: The step size between successive pooling regions.
:type stride: Int
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: The Extra Attributes for layer, such as dropout.
:type layer_attr: ExtraLayerAttribute | None
...
...
@@ -1488,10 +1484,9 @@ def lstmemory(input,
:type gate_act: BaseActivation
:param state_act: state activation type, TanhActivation by default.
:type state_act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr: Parameter Attribute.
:type param_attr: ParameterAttribute | None | False
...
...
@@ -1614,10 +1609,9 @@ def grumemory(input,
This activation affects the :math:`z_t` and :math:`r_t`. It is the
:math:`
\\
sigma` in the above formula.
:type gate_act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr: Parameter Attribute.
:type param_attr: ParameterAttribute | None | False
...
...
@@ -1814,10 +1808,9 @@ def expand_layer(input,
:type expand_as: LayerOutput
:param name: The name of this layer. It is optional.
:type name: basestring
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param expand_level: whether input layer is timestep(default) or sequence.
:type expand_level: ExpandLevel
...
...
@@ -1936,10 +1929,9 @@ def seq_reshape_layer(input,
:type act: BaseActivation
:param layer_attr: extra layer attributes.
:type layer_attr: ExtraLayerAttribute.
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:return: LayerOutput object.
:rtype: LayerOutput
...
...
@@ -2323,10 +2315,9 @@ def hsigmoid(input,
:type num_classes: int | None
:param name: The name of this layer. It is optional.
:type name: basestring
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr: Parameter Attribute. None means default parameter.
:type param_attr: ParameterAttribute | None
...
...
@@ -2466,10 +2457,9 @@ def img_conv_layer(input,
:type dilation: int | tuple | list
:param dilation_y: The y dimension of the dilation.
:type dilation_y: int
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param num_channels: number of input channels. If None will be set
automatically from previous output.
...
...
@@ -3216,10 +3206,9 @@ def addto_layer(input, act=None, name=None, bias_attr=None, layer_attr=None):
:type input: LayerOutput | list | tuple
:param act: Activation Type. LinearActivation is the default.
:type act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer attribute.
:type layer_attr: ExtraLayerAttribute
...
...
@@ -3372,10 +3361,9 @@ def seq_concat_layer(a, b, act=None, name=None, layer_attr=None,
:type act: BaseActivation
:param layer_attr: Extra Layer Attribute.
:type layer_attr: ExtraLayerAttribute
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:return: LayerOutput object.
:rtype: LayerOutput
...
...
@@ -3555,10 +3543,9 @@ def lstm_step_layer(input,
:type gate_act: BaseActivation
:param state_act: State Activation Type. TanhActivation is the default.
:type state_act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: layer's extra attribute.
:type layer_attr: ExtraLayerAttribute
...
...
@@ -3614,10 +3601,9 @@ def gru_step_layer(input,
:param name: The name of this layer. It is optional.
:param gate_act: Activation type of this layer's two gates. Default is Sigmoid.
:type gate_act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr: the parameter_attribute for transforming the output_mem
from previous step.
...
...
@@ -3677,10 +3663,9 @@ def gru_step_naive_layer(input,
:type act: BaseActivation
:param gate_act: Activation type of this layer's two gates. Default is Sigmoid.
:type gate_act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr:
:param layer_attr:
...
...
@@ -3810,10 +3795,9 @@ def recurrent_layer(input,
:type input: LayerOutput
:param act: Activation type. TanhActivation is the default.
:type act: BaseActivation
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param param_attr: parameter attribute.
:type param_attr: ParameterAttribute
...
...
@@ -4803,10 +4787,9 @@ def tensor_layer(a,
:type act: BaseActivation
:param param_attr: The Parameter Attribute.
:type param_attr: ParameterAttribute
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer config.
:type layer_attr: ExtraLayerAttribute | None
...
...
@@ -4868,10 +4851,9 @@ def selective_fc_layer(input,
:type act: BaseActivation
:param param_attr: The Parameter Attribute.
:type param_attr: ParameterAttribute
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer config.
:type layer_attr: ExtraLayerAttribute | None
...
...
@@ -5543,10 +5525,9 @@ def nce_layer(input,
A uniform distribution will be used if not provided.
If not None, its length must be equal to num_classes.
:type neg_distribution: list | tuple | collections.Sequence | None
:param bias_attr: The Bias Attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param layer_attr: Extra Layer Attribute.
:type layer_attr: ExtraLayerAttribute
...
...
@@ -6178,7 +6159,8 @@ def smooth_l1_cost(input, label, name=None, coeff=1.0, layer_attr=None):
:type input: LayerOutput
:param name: The name of this layer. It is optional.
:type name: basestring
:param coeff: The coefficient affects the gradient in the backward.
:param coeff: The weight of the gradient in the back propagation.
1.0 is the default.
:type coeff: float
:param layer_attr: The extra layer attribute. See ExtraLayerAttribute for
details.
...
...
@@ -6450,7 +6432,7 @@ def gated_unit_layer(input,
:param input: The input of this layer.
:type input: LayerOutput
:param size: The dime
m
sion of this layer's output.
:param size: The dime
n
sion of this layer's output.
:type size: int
:param act: Activation type of the projection. LinearActivation is the default.
:type act: BaseActivation
...
...
@@ -6462,10 +6444,9 @@ def gated_unit_layer(input,
:param gate_param_attr: The parameter attribute of the gate. See ParameterAttribute
for details.
:type gate_param_attr: ParameterAttribute
:param gate_bias_attr: The bias attribute of the gate. If the parameter is set to
False or something not type of ParameterAttribute, no bias is
defined. If the parameter is set to True, the bias is initialized
to zero.
:param gate_bias_attr: The bias attribute of the gate. If the parameter is set to False or
an object whose type is not ParameterAttribute, no bias is defined.
If the parameter is set to True, the bias is initialized to zero.
:type gate_bias_attr: ParameterAttribute | bool | None | Any
:param inproj_attr: Extra layer attributes of the projection. See ExtraLayerAttribute for
details.
...
...
@@ -6473,10 +6454,9 @@ def gated_unit_layer(input,
:param inproj_param_attr: The parameter attribute of the projection. See ParameterAttribute
for details.
:type inproj_param_attr: ParameterAttribute
:param inproj_bias_attr: The bias attribute of the projection. If the parameter is set to
False or something not type of ParameterAttribute, no bias is
defined. If the parameter is set to True, the bias is initialized
to zero.
:param inproj_bias_attr: The bias attribute of the projection. If the parameter is set to False
or an object whose type is not ParameterAttribute, no bias is defined.
If the parameter is set to True, the bias is initialized to zero.
:type inproj_bias_attr: ParameterAttribute | bool | None | Any
:param layer_attr: Extra layer attribute of the product. See ExtraLayerAttribute for
details.
...
...
@@ -6845,10 +6825,9 @@ def img_conv3d_layer(input,
:param padding: The numbers of padding along three axises. If the parameter is set to
one integer, they will be same.
:type padding: int | tuple | list
:param bias_attr: The bias attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:param num_channels: The number of input channels. If the parameter is not set or
set to None, its actual value will be automatically set to
...
...
@@ -6970,10 +6949,9 @@ def scale_shift_layer(input, name=None, param_attr=None, bias_attr=None):
:param param_attr: The parameter attribute of scaling. See ParameterAttribute for
details.
:type param_attr: ParameterAttribute
:param bias_attr: The bias attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:return: LayerOutput object.
:rtype: LayerOutput
...
...
@@ -7031,10 +7009,9 @@ def sub_seq_layer(input, offsets, sizes, act=None, bias_attr=None, name=None):
:type sizes: LayerOutput
:param act: Activation type, LinearActivation is the default.
:type act: BaseActivation.
:param bias_attr: The bias attribute. If the parameter is set to
False or something not type of ParameterAttribute,
no bias is defined. If the parameter is set to
True, the bias is initialized to zero.
:param bias_attr: The bias attribute. If the parameter is set to False or an object
whose type is not ParameterAttribute, no bias is defined. If the
parameter is set to True, the bias is initialized to zero.
:type bias_attr: ParameterAttribute | None | bool | Any
:return: LayerOutput object.
:rtype: LayerOutput
...
...
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