Python generative-inference

Open-source Python projects categorized as generative-inference
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Topics: Natural Language Processing text-generation Transformer model-compression quantization
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Python generative-inference Projects

  • SqueezeLLM

    [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization

    • Project mention: Llama33B vs Falcon40B vs MPT30B | /r/LocalLLaMA | 2023-07-05

    Using the currently popular gptq the 3bit quantization hurts performance much more than 4bit, but there's also awq (https://github.com/mit-han-lab/llm-awq) and squishllm (https://github.com/SqueezeAILab/SqueezeLLM) which are able to manage 3bit without as much performance drop - I hope to see them used more commonly.

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python generative-inference related posts

  • Llama33B vs Falcon40B vs MPT30B

    2 projects | /r/LocalLLaMA | 5 Jul 2023

  • SqueezeLLM: Dense-and-Sparse Quantization

    1 project | news.ycombinator.com | 15 Jun 2023

  • New quantization method SqueezeLLM allows for loseless compression for 3-bit and outperforms GPTQ and AWQ in both 3-bit and 4-bit. Quantized Vicuna and LLaMA models have been released.

    2 projects | /r/LocalLLaMA | 14 Jun 2023

Index

Project Stars
1 SqueezeLLM 573

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