question about the finetune

[LiMa-cas]

1. is the finetune need each layer？ could I used for some layers finetune once？
2. is codebook quantized method is slower than AWQ?
3. when I inference，it is successful when max_new_tokens=512， but failed when max_new_tokens=2048