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ridgerchu/matmulfreellm

MATMUL-FREE LLM IN PYTHON

The matmulfreellm project implements a language model without usual matrix multiplication operations, using linear transformers. This significantly reduces computational load during training and inference of large language models.

// KEY FEATURES

  • Performs LLM forward-pass without matrix multiplication via linear attention.
  • Compatible with HuggingFace Transformers API for fast model loading.
  • Supports training and fine-tuning on standard datasets like WikiText and C4.
  • Reduces GPU memory usage by up to 40% compared to standard transformers.
#large-language-model#linear-transformer#llm
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