Solved by jerryzh168 in post #4 
              
              
                yeah you can try: 
quantized_weight.int_repr()

to get the int weight, for more details about quantized tensor apis, please see: https://github.com/pytorch/pytorch/wiki/Introducing-Quantized-Tensor