In the training portion I needed to incorporate a “.float()” command to inputs and labels to make this work, not sure if that is generic issue or specific to my dataset.

inputs = Variable(torch.from_numpy(x_train).float())
labels = Variable(torch.from_numpy(y_correct).float())

Also note that the relevant imports may be appropriate to feature in this tutorial, otherwise for anyone interested they are listed in the linked github repo.