check out https://pytorch.org/docs/stable/quantization.html#quantized-torch-tensor-operations 41, 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().