By the way as par this notebook which I created to understand the torch.nll_loss, I am also receiving the negative values (outputs) of the loss function. I have attached a screenshot in this forum doubt which went under the bag. 
The input in this screenshot is obtained by running the Arabic MNIST notebook with 1 batch size, debugging and inspecting the output of the model with %%debug.