A comprehensive, beginner-friendly tutorial project on Activation-aware Weight Quantization (AWQ) — from mathematical foundations to hands-on model quantization and inference. We walk through ...

The general definition of quantization states that it is the process of mapping continuous infinite values to a smaller set of discrete finite values. In this blog, we will talk about quantization in ...

For industrial deployment, it has been common practice to adopt quantization to further speed up runtime without much performance compromise. However, due to the heavy use of re-parameterization ...