What is INT8 for Quantization?

I am confused about how an int8 type could used for calaulating, especially all parameters are decimal.

You use only 8 bits repressing the number, you use them rounded up to integers or as far as I can remember you could use approximations of the floating number only with 8 bits, there is a technique I think (search in google). Check this link: