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Compute the weights for the loss of each inputs depending on wich TF was applied to them. Should be applied to the loss before reduction. Do not take into account the order of application of the TF. See Data_augV7. + Args: + mean_norm (bool): Wether to normalize weights by mean or by distribution. (Default: Normalize by distribution.) + Normalizing by mean, would lend an exact normalization but can lead to unstable behavior of probabilities. + Normalizing by distribution is a statistical approximation of the exact normalization. It lead to more smooth probabilities evolution but will only return 1 if mix_dist=1. Returns: Tensor : Loss weights. """ @@ -238,8 +242,13 @@ class Data_augV5(nn.Module): #Optimisation jointe (mag, proba) tmp_w.scatter_(dim=1, index=sample.view(-1,1), value=1/self._N_seqTF) w_loss += tmp_w - w_loss = w_loss * prob/self._distrib #Ponderation par les proba (divisee par la distrib pour pas diminuer la loss) - w_loss = torch.sum(w_loss,dim=1) + if mean_norm: + w_loss = w_loss * prob + w_loss = torch.sum(w_loss,dim=1) + w_loss = w_loss/w_loss.mean() #mean(w_loss)=1 + else: + w_loss = w_loss * prob/self._distrib #Ponderation par les proba (divisee par la distrib pour pas diminuer la loss) + w_loss = torch.sum(w_loss,dim=1) return w_loss def reg_loss(self, reg_factor=0.005): diff --git a/higher/smart_aug/train_utils.py b/higher/smart_aug/train_utils.py index f9fa0cd..e591ef4 100755 --- a/higher/smart_aug/train_utils.py +++ b/higher/smart_aug/train_utils.py @@ -113,9 +113,10 @@ def mixed_loss(xs, ys, model, unsup_factor=1): # Unsupervised loss aug_logits = model(xs) w_loss = model['data_aug'].loss_weight() #Weight loss - + log_aug = F.log_softmax(aug_logits, dim=1) - aug_loss = (F.cross_entropy(log_aug, ys , reduction='none') * w_loss).mean() + aug_loss = F.cross_entropy(log_aug, ys , reduction='none') + aug_loss = (aug_loss * w_loss).mean() #KL divergence loss (w/ logits) - Prediction/Distribution similarity kl_loss = (F.softmax(sup_logits, dim=1)*(log_sup-log_aug)).sum(dim=-1) @@ -295,7 +296,7 @@ def run_dist_dataugV3(model, opt_param, epochs=1, inner_it=1, dataug_epoch_start meta_scheduler=None if opt_param['Meta']['scheduler']=='multiStep': meta_scheduler=torch.optim.lr_scheduler.MultiStepLR(meta_opt, - milestones=[int(epochs/3), int(epochs*2/3)]#, int(epochs*2.7/3)], + milestones=[int(epochs/3), int(epochs*2/3)],# int(epochs*2.7/3)], gamma=3.16)#10) elif opt_param['Meta']['scheduler'] is not None: raise ValueError("Lr scheduler unknown : %s"%opt_param['Meta']['scheduler'])