exllama

ExLlama is specifically optimized for quantized weights, which may limit its use with other model formats or configurations that are not quantized.

While ExLlama is designed to work well with limited resources, it can exhibit performance issues when run on older or less powerful GPUs due to its reliance on specific optimizations that may not be fully supported.

The documentation provided is brief and lacks comprehensive tutorials, making it difficult for new users to understand how to effectively use ExLlama in various scenarios.

Given that ExLlama is a niche tool focused on memory-efficient LLaMA models, the community around it is smaller compared to more mainstream tools, which can limit the availability of user support and third-party contributions.