test=develop, change import

revert-16045-imperative_remove_desc
ceci3 6 years ago
parent d35367d296
commit a80555a3a5

@ -32,8 +32,6 @@ from .. import unique_name
from functools import reduce
from .. import core
from ..imperative import layers
from .control_flow import equal
from .ops import square
__all__ = [
'fc',
@ -10656,6 +10654,10 @@ def tree_conv(nodes_vector,
return helper.append_activation(pre_activation)
from control_flow import equal
from ops import square
def npair_loss(anchor, positive, labels, l2_reg=0.002):
'''
**Npair Loss Layer**
@ -10693,11 +10695,13 @@ def npair_loss(anchor, positive, labels, l2_reg=0.002):
labels = reshape(labels, shape=[batch_size, 1], inplace=True)
labels = expand(labels, expand_times=[1, batch_size])
labels = equal(labels, transpose(labels, perm=[1, 0])).astype('float32')
labels = control_flow.equal(
labels, transpose(
labels, perm=[1, 0])).astype('float32')
labels = labels / reduce_sum(labels, dim=1, keep_dim=True)
l2loss = reduce_mean(reduce_sum(square(anchor), 1)) \
+ reduce_mean(reduce_sum(square(positive), 1))
l2loss = reduce_mean(reduce_sum(ops.square(anchor), 1)) \
+ reduce_mean(reduce_sum(ops.square(positive), 1))
l2loss = l2loss * Beta * l2_reg
similarity_matrix = matmul(

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