LightCompress

[EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models. Maintained by ModelTC on GitHub, where it has earned 733 stars from the community.

It's actively developed around awq, benchmark, deepseek-v3, and is a solid reference for anyone building with these tools.