LLM-QFA Framework: A As soon as-for-All Quantization-Conscious Coaching Strategy to Cut back the Coaching Value of Deploying Giant Language Fashions (LLMs) Throughout Various Eventualities

LLM-QFA Framework: A As soon as-for-All Quantization-Conscious Coaching Strategy to Cut back the Coaching Value of Deploying Giant Language Fashions (LLMs) Throughout Various Eventualities

Giant Language Fashions (LLMs) have made vital developments in pure language processing however face challenges resulting from reminiscence and computational calls for. Conventional quantization strategies cut back mannequin dimension by lowering the bit-width of mannequin weights, which helps mitigate these points however typically results in efficiency degradation. This downside will get worse when LLMs are…