def forward(self, x):
down1 = self.down1(x)
x = self.pool1(down1)
down2 = self.down2(x)
x = self.pool2(down2)
down3 = self.down3(x)
x = self.pool3(down3)
down4 = self.down4(x)
x = self.pool4(down4)
down5 = self.down5(x)
up4 = self.up4(down4, down5)
up3 = self.up3(down3, up4)
up2 = self.up2(down2, up3)
up1 = self.up1(down1, up2)
out = self.classify(up1)
return F.sigmoid(out)
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