import torch
import torch.nn as nn
import torch.nn.functional as F
class CrossEntropyLoss2d(nn.Module):
def __init__(self, weight=None):
super().__init__()
self.loss = nn.NLLLoss2d(weight)
def forward(self, outputs, targets):
return self.loss(F.log_softmax(outputs), targets)