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Guanaco is a family of Open Source language models (7B, 13B, 33B, and 65B parameters) Fine-Tuned by researchers at the University of Washington using the QLoRA method based on Meta's LLaMA models. QLoRA enables Fine-Tuning of a 65B-parameter model on a single 48-GB GPU through 4-bit quantization while maintaining the performance of 16-bit Fine-Tuning. According to the authors, the best Guanaco model achieved 99.3% of ChatGPT's performance on the Vicuna Benchmark, surpassing all previously published Open Source models. Guanaco is designed as a research project; code and model weights have been published via GitHub and Hugging Face.

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Features

Key Benchmark (%)99.3% of ChatGPT's performance level on the Vicuna benchmark (GPT-4 evaluation)
LicenseQLoRA code: MIT license; Guanaco adapter weights: Apache 2.0; use requires access to LLaMA base model under LLaMA license
MultimodalityNo – text-only language model (chatbot), no multimodal capabilities documented
PlatformAvailable on GitHub (artidoro/qlora) and Hugging Face; demo via Gradio/Colab
Release DateMay 23, 2023 (arXiv paper), GitHub repo updated through July 18, 2023

More products in this category: Open-Source LLMs

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