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# LightRAG: Simple and Fast Retrieval-Augmented Generation
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<div align="center">
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<img src="./README.assets/b2aaf634151b4706892693ffb43d9093.png" width="800" alt="LightRAG Diagram">
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<div style="margin: 20px 0;">
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<img src="./assets/logo.png" width="120" height="120" alt="LightRAG Logo" style="border-radius: 20px; box-shadow: 0 8px 32px rgba(0, 217, 255, 0.3);">
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</div>
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# 🚀 LightRAG: Simple and Fast Retrieval-Augmented Generation
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<div align="center">
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<a href="https://trendshift.io/repositories/13043" target="_blank"><img src="https://trendshift.io/api/badge/repositories/13043" alt="HKUDS%2FLightRAG | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
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</div>
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<div align="center">
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<div style="width: 100%; height: 2px; margin: 20px 0; background: linear-gradient(90deg, transparent, #00d9ff, transparent);"></div>
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</div>
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<div align="center">
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<div style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); border-radius: 15px; padding: 25px; text-align: center;">
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<p>
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<a href='https://github.com/HKUDS/LightRAG'><img src='https://img.shields.io/badge/🔥项目-主页-00d9ff?style=for-the-badge&logo=github&logoColor=white&labelColor=1a1a2e'></a>
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<a href='https://arxiv.org/abs/2410.05779'><img src='https://img.shields.io/badge/📄arXiv-2410.05779-ff6b6b?style=for-the-badge&logo=arxiv&logoColor=white&labelColor=1a1a2e'></a>
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<a href="https://github.com/HKUDS/LightRAG/stargazers"><img src='https://img.shields.io/github/stars/HKUDS/LightRAG?color=00d9ff&style=for-the-badge&logo=star&logoColor=white&labelColor=1a1a2e' /></a>
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</p>
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<p>
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<img src="https://img.shields.io/badge/🐍Python-3.10-4ecdc4?style=for-the-badge&logo=python&logoColor=white&labelColor=1a1a2e">
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<a href="https://pypi.org/project/lightrag-hku/"><img src="https://img.shields.io/pypi/v/lightrag-hku.svg?style=for-the-badge&logo=pypi&logoColor=white&labelColor=1a1a2e&color=ff6b6b"></a>
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</p>
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<p>
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<a href="https://discord.gg/yF2MmDJyGJ"><img src="https://img.shields.io/badge/💬Discord-社区-7289da?style=for-the-badge&logo=discord&logoColor=white&labelColor=1a1a2e"></a>
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<a href="https://github.com/HKUDS/LightRAG/issues/285"><img src="https://img.shields.io/badge/💬微信群-交流-07c160?style=for-the-badge&logo=wechat&logoColor=white&labelColor=1a1a2e"></a>
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</p>
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<p>
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<a href="README_zh.md"><img src="https://img.shields.io/badge/🇨🇳中文版-1a1a2e?style=for-the-badge"></a>
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<a href="README.md"><img src="https://img.shields.io/badge/🇺🇸English-1a1a2e?style=for-the-badge"></a>
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</p>
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</div>
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</div>
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</div>
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<div align="center" style="margin: 30px 0;">
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<img src="https://user-images.githubusercontent.com/74038190/212284100-561aa473-3905-4a80-b561-0d28506553ee.gif" width="800">
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</div>
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<div align="center" style="margin: 30px 0;">
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<img src="./README.assets/b2aaf634151b4706892693ffb43d9093.png" width="800" alt="LightRAG Diagram">
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</div>
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---
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## 🎉 新闻
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README.md
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<center><h2>🚀 LightRAG: Simple and Fast Retrieval-Augmented Generation</h2></center>
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<div align="center">
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<table border="0" width="100%">
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<tr>
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<td width="100" align="center">
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<img src="./assets/logo.png" width="80" height="80" alt="lightrag">
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</td>
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<td>
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<div>
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<p>
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<a href='https://lightrag.github.io'><img src='https://img.shields.io/badge/Project-Page-Green'></a>
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<a href='https://youtu.be/oageL-1I0GE'><img src='https://badges.aleen42.com/src/youtube.svg'></a>
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<a href='https://arxiv.org/abs/2410.05779'><img src='https://img.shields.io/badge/arXiv-2410.05779-b31b1b'></a>
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<a href='https://learnopencv.com/lightrag'><img src='https://img.shields.io/badge/LearnOpenCV-blue'></a>
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</p>
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<p>
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<img src='https://img.shields.io/github/stars/hkuds/lightrag?color=green&style=social' />
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<img src="https://img.shields.io/badge/python-3.10-blue">
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<a href="https://pypi.org/project/lightrag-hku/"><img src="https://img.shields.io/pypi/v/lightrag-hku.svg"></a>
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<a href="https://pepy.tech/project/lightrag-hku"><img src="https://static.pepy.tech/badge/lightrag-hku/month"></a>
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</p>
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<p>
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<a href='https://discord.gg/yF2MmDJyGJ'><img src='https://discordapp.com/api/guilds/1296348098003734629/widget.png?style=shield'></a>
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<a href='https://github.com/HKUDS/LightRAG/issues/285'><img src='https://img.shields.io/badge/群聊-wechat-green'></a>
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</p>
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<p>
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<a href="README-zh.md"><img src="https://img.shields.io/badge/🇨🇳中文版-1a1a2e?style=for-the-badge"></a>
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<a href="README.md"><img src="https://img.shields.io/badge/🇺🇸English-1a1a2e?style=for-the-badge"></a>
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</p>
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<div style="margin: 20px 0;">
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<img src="./assets/logo.png" width="120" height="120" alt="LightRAG Logo" style="border-radius: 20px; box-shadow: 0 8px 32px rgba(0, 217, 255, 0.3);">
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</div>
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</td>
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</tr>
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</table>
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<img src="./README.assets/b2aaf634151b4706892693ffb43d9093.png" width="800" alt="LightRAG Diagram">
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</div>
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# 🚀 LightRAG: Simple and Fast Retrieval-Augmented Generation
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<div align="center">
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<a href="https://trendshift.io/repositories/13043" target="_blank"><img src="https://trendshift.io/api/badge/repositories/13043" alt="HKUDS%2FLightRAG | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
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</div>
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<div align="center">
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<div style="width: 100%; height: 2px; margin: 20px 0; background: linear-gradient(90deg, transparent, #00d9ff, transparent);"></div>
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</div>
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<div align="center">
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<div style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); border-radius: 15px; padding: 25px; text-align: center;">
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<p>
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<a href='https://github.com/HKUDS/LightRAG'><img src='https://img.shields.io/badge/🔥Project-Page-00d9ff?style=for-the-badge&logo=github&logoColor=white&labelColor=1a1a2e'></a>
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<a href='https://arxiv.org/abs/2410.05779'><img src='https://img.shields.io/badge/📄arXiv-2410.05779-ff6b6b?style=for-the-badge&logo=arxiv&logoColor=white&labelColor=1a1a2e'></a>
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<a href="https://github.com/HKUDS/LightRAG/stargazers"><img src='https://img.shields.io/github/stars/HKUDS/LightRAG?color=00d9ff&style=for-the-badge&logo=star&logoColor=white&labelColor=1a1a2e' /></a>
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</p>
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<p>
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<img src="https://img.shields.io/badge/🐍Python-3.10-4ecdc4?style=for-the-badge&logo=python&logoColor=white&labelColor=1a1a2e">
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<a href="https://pypi.org/project/lightrag-hku/"><img src="https://img.shields.io/pypi/v/lightrag-hku.svg?style=for-the-badge&logo=pypi&logoColor=white&labelColor=1a1a2e&color=ff6b6b"></a>
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</p>
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<p>
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<a href="https://discord.gg/yF2MmDJyGJ"><img src="https://img.shields.io/badge/💬Discord-Community-7289da?style=for-the-badge&logo=discord&logoColor=white&labelColor=1a1a2e"></a>
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<a href="https://github.com/HKUDS/LightRAG/issues/285"><img src="https://img.shields.io/badge/💬WeChat-Group-07c160?style=for-the-badge&logo=wechat&logoColor=white&labelColor=1a1a2e"></a>
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</p>
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<p>
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<a href="README-zh.md"><img src="https://img.shields.io/badge/🇨🇳中文版-1a1a2e?style=for-the-badge"></a>
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<a href="README.md"><img src="https://img.shields.io/badge/🇺🇸English-1a1a2e?style=for-the-badge"></a>
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</p>
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</div>
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</div>
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</div>
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<div align="center" style="margin: 30px 0;">
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<img src="https://user-images.githubusercontent.com/74038190/212284100-561aa473-3905-4a80-b561-0d28506553ee.gif" width="800">
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</div>
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<div align="center" style="margin: 30px 0;">
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<img src="./README.assets/b2aaf634151b4706892693ffb43d9093.png" width="800" alt="LightRAG Diagram">
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</div>
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---
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## 🎉 News
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- [X] [2025.06.16]🎯📢Our team has released [RAG-Anything](https://github.com/HKUDS/RAG-Anything) an All-in-One Multimodal RAG System for seamless text, image, table, and equation processing.
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- [X] [2025.06.05]🎯📢LightRAG now supports comprehensive multimodal data handling through [RAG-Anything](https://github.com/HKUDS/RAG-Anything) integration, enabling seamless document parsing and RAG capabilities across diverse formats including PDFs, images, Office documents, tables, and formulas. Please refer to the new [multimodal section](https://github.com/HKUDS/LightRAG/?tab=readme-ov-file#multimodal-document-processing-rag-anything-integration) for details.
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