def forward(self,x):
        x = self.base(x)
        x = F.avg_pool2d(x,x.size()[2:])
        f = x.view(x.size(0),-1)

        clf_outputs = {}
        for i in range(self.num_fcs):
            clf_outputs["fc%d" % i] = getattr(self, "fc%d" % i)(f)

        clf_outputs["y"] = self.classifier(f)

        return clf_outputs