def forward(self, anchor1, anchor2, img_sentc, sent_imgc):
cost_sent = torch.clamp(self.margin - anchor1 + img_sentc,
min=0.0).sum()
cost_img = torch.clamp(self.margin - anchor2 + sent_imgc,
min=0.0).sum()
loss = cost_sent + cost_img
return loss
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