torch.save(model1.state_dict(), model_save_dir + 'model1_epoch_%d.pth' % (epoch + 1)) code example

Example: how to save a neural network pytorch

Saving:
	torch.save(model, PATH)


Loading: 
	model = torch.load(PATH)
	model.eval()