def forward(self, x): y1 = self.sep_conv1(x) y2 = F.max_pool2d(x, kernel_size=3, stride=self.stride, padding=1) if self.stride==2: y2 = self.bn1(self.conv1(y2)) return F.relu(y1+y2)