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a7cae62b
编写于
10月 12, 2018
作者:
M
minqiyang
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test=develop
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+11
-10
python/paddle/fluid/layers/nn.py
python/paddle/fluid/layers/nn.py
+11
-10
未找到文件。
python/paddle/fluid/layers/nn.py
浏览文件 @
a7cae62b
...
@@ -5830,24 +5830,25 @@ def rank_loss(label, left, right, name=None):
...
@@ -5830,24 +5830,25 @@ def rank_loss(label, left, right, name=None):
def
margin_rank_loss
(
label
,
left
,
right
,
margin
=
0.1
,
name
=
None
):
def
margin_rank_loss
(
label
,
left
,
right
,
margin
=
0.1
,
name
=
None
):
"""
"""
Margin Rank loss layer for rank problem, which comparing left value and right value be passed in.
Margin Ranking Loss Layer for ranking problem,
The rank loss can be defined as below equation:
which compare left score and right score passed in.
The ranking loss can be defined as following equation:
.. math::
.. math::
rank\_loss &= max(0, -label * (left - right) + margin)
rank\_loss &= max(0, -label * (left - right) + margin)
Args:
Args:
label (Variable): Indicat
s whether left higher than (right + margin)
or not.
label (Variable): Indicat
es whether the left is ranked higher than the right
or not.
left (Variable): rank score for left.
left (Variable): rank
ing
score for left.
right (Variable): rank score for right.
right (Variable): rank
ing
score for right.
margin (float): Indicates the margin to be added to right
margin (float): Indicates the
given
margin to be added to right
name (str|None): A name for this layer (optional). If set None, the layer
name (str|None): A name for this layer (optional). If set None, the layer
will be named automatically.
will be named automatically.
Returns:
Returns:
list: The
value of rank
loss.
list: The
Variable of ranking
loss.
Raises:
Raises:
ValueError: Any of label, left, and right is not a
v
ariable.
ValueError: Any of label, left, and right is not a
V
ariable.
Examples:
Examples:
.. code-block:: python
.. code-block:: python
label = fluid.layers.data(name="label", shape=[4, 1], dtype="float32")
label = fluid.layers.data(name="label", shape=[4, 1], dtype="float32")
...
@@ -5862,8 +5863,8 @@ def margin_rank_loss(label, left, right, margin=0.1, name=None):
...
@@ -5862,8 +5863,8 @@ def margin_rank_loss(label, left, right, margin=0.1, name=None):
raise
ValueError
(
"The left should be a Variable"
)
raise
ValueError
(
"The left should be a Variable"
)
if
not
(
isinstance
(
right
,
Variable
)):
if
not
(
isinstance
(
right
,
Variable
)):
raise
ValueError
(
"The right should be a Variable"
)
raise
ValueError
(
"The right should be a Variable"
)
out
=
helper
.
create_tmp_variable
(
"float32"
)
out
=
helper
.
create_tmp_variable
(
left
.
dtype
)
act
=
helper
.
create_tmp_variable
(
"float32"
)
act
=
helper
.
create_tmp_variable
(
left
.
dtype
)
helper
.
append_op
(
helper
.
append_op
(
type
=
'margin_rank_loss'
,
type
=
'margin_rank_loss'
,
inputs
=
{
"Label"
:
label
,
inputs
=
{
"Label"
:
label
,
...
...
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