By losing performance I meant you don’t need to quantize the model a lot since it fits in RAM. My bad for not clarifying it.

According to this [1] article (current top of hn) memory bandwidth is typically the limiting factor, so as long as your batch size isn't huge you probably aren't losing too much in performance.

https://finbarr.ca/how-is-llama-cpp-possible/