def decode(self,z):
h = F.crelu(self.plinx0(z))
for i in range(self.num_layers-1):
layer_name = 'plinx' + str(i+1)
h = F.crelu(self[layer_name](h))
self.p_ber_prob_logit = self.plinx_ber_prob(h)
return self.p_ber_prob_logit
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