    def forward(self, x):
        """forward function"""
        identity = x
        feat = self.conv1(x)
        feat = self.dwconv(feat)
        feat = self.norm(feat)
        feat = self.act(feat)
        feat = self.conv2(feat)

        return identity + feat
forward function
towhee/models/mpvit/mpvit.py