def __call__(self, x):
h = self.bconv1_1(x)
h = F.dropout(h, 0.25)
h = self.bconv1_2(h)
h = F.dropout(h, 0.25)
h = self.bconv1_3(h)
h = F.dropout(h, 0.25)
h = self.bconv1_4(h)
h = F.dropout(F.max_pooling_2d(h, 2), 0.25)
h = self.bconv2_1(h)
h = F.dropout(h, 0.25)
h = self.bconv2_2(h)
h = F.dropout(h, 0.25)
h = self.bconv2_3(h)
h = F.dropout(h, 0.25)
h = self.bconv2_4(h)
h = F.dropout(F.max_pooling_2d(h, 2), 0.25)
h = self.bconv3_1(h)
h = F.dropout(h, 0.25)
h = self.bconv3_2(h)
h = F.dropout(h, 0.25)
h = self.bconv3_3(h)
h = F.dropout(h, 0.25)
h = self.bconv3_4(h)
h = F.dropout(h, 0.25)
h = self.bconv3_5(h)
h = F.dropout(h, 0.25)
h = self.bconv3_6(h)
h = F.dropout(h, 0.25)
h = self.bconv3_7(h)
h = F.dropout(h, 0.25)
h = self.bconv3_8(h)
h = F.dropout(F.max_pooling_2d(h, 2), 0.25)
h = F.average_pooling_2d(h, 4, 1, 0)
h = self.fc(F.dropout(h))
return h
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