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#!/usr/bin/env python
# -*- coding: utf-8 -*-
from . import NeuralLayer
from deepy.utils import global_theano_rand, FLOATX
class Dropout(NeuralLayer):
def __init__(self, p):
super(Dropout, self).__init__("dropout")
self.p = p
def output(self, x):
if self.p > 0:
x *= global_theano_rand.binomial(x.shape, p=1-self.p, dtype=FLOATX)
return x
def test_output(self, x):
x *= (1.0 - self.p)
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deepy
