AMD’s neural texture compression may scale back storage and VRAM necessities

AMD’s neural texture compression may scale back storage and VRAM necessities

One thing to look ahead to: Excessive-resolution textures are a major issue behind the rising set up sizes and VRAM utilization in fashionable blockbuster video games. Nvidia proposed a neural-network-based methodology to enhance texture compression final 12 months, and AMD has introduced what seems to be a concurrent methodology based mostly on comparable know-how. Workforce…

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…