def _inner_forward(x):
    out = x
    if self.with_expand_conv:
        out = self.expand_conv(out)
    out = self.depthwise_conv(out)
    if self.with_se:
        out = self.se(out)
    out = self.linear_conv(out)
    if self.with_res_shortcut:
        return (x + out)
    else:
        return out
def _inner_forward(x):
    out = x
    if self.with_expand_conv:
        out = self.expand_conv(out)
    out = self.depthwise_conv(out)
    if self.with_se:
        out = self.se(out)
    out = self.linear_conv(out)
    if self.with_res_shortcut:
        return (x + out)
    else:
        return out