SqueezeLLM
LocalMentor
SqueezeLLM | LocalMentor | |
---|---|---|
5 | 1 | |
573 | 22 | |
4.0% | - | |
6.9 | 6.5 | |
16 days ago | 5 months ago | |
Python | Jupyter Notebook | |
MIT License | GNU General Public License v3.0 or later |
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SqueezeLLM
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Llama33B vs Falcon40B vs MPT30B
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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Has anyone tried out Squeezellm?
[Paper][Github][Model]
- SqueezeLLM: Dense-and-Sparse Quantization
- 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.
LocalMentor
What are some alternatives?
llm-awq - [MLSys 2024] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
llmx - An API for Chat Fine-Tuned Large Language Models (llm)
Qwen-7B - The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud. [Moved to: https://github.com/QwenLM/Qwen]
GPTCache - Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
Qwen - The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.
embedchain - Personalizing LLM Responses
Pretrained-Language-Model - Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
GoLLIE - Guideline following Large Language Model for Information Extraction
discord-openai-bot - A Discord chatbot that uses OpenAI's API to generate conversation.
LLMCompiler - [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling
pistoBot - Create an AI that chats like you