Solved by louis in post #3 
              
              
                So the issue is that I was passing floatTensor to a now torch.qint8, and attempting to cast it to a Parameter. The solution is to put an if statement like so: 
class Block(torch.nn.Module):
    def __init__(self):
        super(Block, self).__init__()
        self.conv1 = torch.nn.Conv2d(1,1,3, padd…