Qwen
SqueezeLLM
Qwen | SqueezeLLM | |
---|---|---|
5 | 5 | |
11,187 | 571 | |
9.5% | 3.7% | |
9.4 | 6.9 | |
12 days ago | 11 days ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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Qwen
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.
What are some alternatives?
spacy-llm - 🦙 Integrating LLMs into structured NLP pipelines
llm-awq - [MLSys 2024] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
gsgen - [CVPR 2024] Text-to-3D using Gaussian Splatting
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]
OuterFlightTracker - A flight tracker made in 6 hours on a flight home from OuterNet
Pretrained-Language-Model - Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
Baichuan-7B - A large-scale 7B pretraining language model developed by BaiChuan-Inc.
GoLLIE - Guideline following Large Language Model for Information Extraction
Baichuan-13B - A 13B large language model developed by Baichuan Intelligent Technology
LLMCompiler - [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling
LLMSurvey - The official GitHub page for the survey paper "A Survey of Large Language Models".
LocalMentor - Local Startup Advisor Chatbot