这个项目:AirLLM 可以让你的 70B 大型语言模型在单个 4GB GPU 卡上运行推理,或者让405B Llama3.1 在8G的GPU卡上运行。 github.com/lyogavin/airllm 大概的原理是基于Transformer的LLM的推理过程中,层是顺序执...
在这篇博文中,我将探讨一种革命性的技术,即分层推理,该技术可以在一台普通的 4GB GPU 上执行 LLaMa 3 70B 模型。通过利用这种方法,我们可以有效地规避传统上困扰大型语言模型部署的内存限制,为它们更广泛的可访问性和实际应用铺平道路。 分而治之的方法:分层推理 分层推理的核心是一种“分而治之”策略,将单片...
它打破了大型语言模型对高端硬件的依赖,能让70亿参数级别的大型语言模型在仅4GB VRAM的单张GPU卡上运行,且无需量化、蒸馏或剪枝等模型压缩手段。更厉害的是,它可使405B参数的Llama 3.1模型在8GB VRAM的硬件上运行,极大降低了大模型推理的硬件门槛,让更多设备能运行大模型。 2、高度灵活性 AirLLM适用于多种场景,...
Run Llama3 70B on 4GB single GPU. AirLLM天然支持Llama3 70B。4GB显存运行Llama3 70B大模型。 [2024/03/07] Open source: Latte text2video Training - Train your own SORA! 最接近SORA的开源模型来了!训练你自己的SORA [2023/11/17] Open source: AirLLM, inference 70B LLM with 4GB single GPU. ...
model = AirLLMLlama2("garage-bAInd/Platypus2-70B-instruct") # or use model's local path... #model = AirLLMLlama2("/home/ubuntu/.cache/huggingface/hub/models--garage-bAInd--Platypus2-70B-instruct/snapshots/b585e74bcaae02e52665d9ac6d23f4d0dbc81a0f") ...
Run Llama3 70B on 4GB single GPU. [2023/12/25] v2.8.2: Support MacOS running 70B large language models. [2023/12/20] v2.7: Support AirLLMMixtral. [2023/12/20] v2.6: Added AutoModel, automatically detect model type, no need to provide model class to initialize model. [2023/12/18...
Run Llama3 70B on 4GB single GPU. [2023/12/25] v2.8.2: Support MacOS running 70B large language models. [2023/12/20] v2.7: Support AirLLMMixtral. [2023/12/20] v2.6: Added AutoModel, automatically detect model type, no need to provide model class to initialize model. [2023/12/18...
Run Llama3 70B on 4GB single GPU. [2023/12/25] v2.8.2: Support MacOS running 70B large language models. [2023/12/20] v2.7: Support AirLLMMixtral. [2023/12/20] v2.6: Added AutoModel, automatically detect model type, no need to provide model class to initialize model. [2023/12/18...
Run Llama3 70B on 4GB single GPU. [2023/12/25] v2.8.2: Support MacOS running 70B large language models. [2023/12/20] v2.7: Support AirLLMMixtral. [2023/12/20] v2.6: Added AutoModel, automatically detect model type, no need to provide model class to initialize model. [2023/12/18...
Run Llama3 70B on 4GB single GPU. [2023/12/25] v2.8.2: Support MacOS running 70B large language models. [2023/12/20] v2.7: Support AirLLMMixtral. [2023/12/20] v2.6: Added AutoModel, automatically detect model type, no need to provide model class to initialize model. [2023/12/18...