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MixLLM: LL...
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Arxiv

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MixLLM: LLM Quantization with Global Mixed-precision between Output-features and Highly-efficient System Design

  • MixLLM is a new optimization approach for quantization of LLMs.
  • MixLLM explores mixed-precision quantization between output features based on their salience in the global view.
  • By assigning larger bit-width to output features that need it most, MixLLM achieves good accuracy with low memory consumption.
  • MixLLM demonstrates superior accuracy and state-of-the-art system efficiency compared to existing quantization solutions.

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