损失函数 ======== L2Loss均方误差 >>>>>>>>>>>>>> l2loss是真实值与预测值的差值的平方然后求和平均。通过平方的形式便于求导,所以常被用作线性回归的损失函数。 :: def hybrid_forward(self, F, pred, label, sample_weight=None): label = _reshape_like(F, label, pred) loss = F.square(label - pred) loss = _apply_weighting(F, loss, self._weight / 2, sample_weight) return F.mean(loss, axis=self._batch_axis, exclude=True)