Solved by Vasiliy_Kuznetsov in post #3 
              
              
                check out https://pytorch.org/docs/stable/quantization.html#quantized-torch-tensor-operations, in partucular the “int_repr” function.  By default, if you print out a quantized tensor you will see the dequantized values that the tensor represents.  To see the raw int8 values, you can use x.int_repr().…