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<center><h2>🚀 LightRAG: Simple and Fast Retrieval-Augmented Generation</h2></center>
<div align="center">
<div style="background-color: #ffffff; border-radius: 10px; padding: 20px; box-shadow: 0 4px 8px rgba(0,0,0,0.1);">
<!-- Icon/Logo Section -->
<div style="width: 120px; height: 120px; margin: 0 auto;">
<img src="https://github.com/user-attachments/assets/cb5b8fc1-0859-4f7c-8ec3-63c8ec7aa54b" alt="lightrag" style="width: 100%; height: 100%; object-fit: contain;">
</div>
![LightRAG Image](https://i-blog.csdnimg.cn/direct/567139f1a36e4564abc63ce5c12b6271.jpeg)
<div align='center'>
<p>
<a href='https://lightrag.github.io'><img src='https://img.shields.io/badge/Project-Page-Green'></a>
<a href='https://youtu.be/oageL-1I0GE'><img src='https://badges.aleen42.com/src/youtube.svg'></a>
<a href='https://arxiv.org/abs/2410.05779'><img src='https://img.shields.io/badge/arXiv-2410.05779-b31b1b'></a>
<a href='https://learnopencv.com/lightrag'><img src='https://img.shields.io/badge/LearnOpenCV-blue'></a>
</p>
<p>
<img src='https://img.shields.io/github/stars/hkuds/lightrag?color=green&style=social' />
<img src="https://img.shields.io/badge/python-3.10-blue">
<a href="https://pypi.org/project/lightrag-hku/"><img src="https://img.shields.io/pypi/v/lightrag-hku.svg"></a>
<a href="https://pepy.tech/project/lightrag-hku"><img src="https://static.pepy.tech/badge/lightrag-hku/month"></a>
</p>
<!-- Badges Section 1 -->
<p>
<a href='https://discord.gg/yF2MmDJyGJ'><img src='https://discordapp.com/api/guilds/1296348098003734629/widget.png?style=shield'></a>
<a href='https://github.com/HKUDS/LightRAG/issues/285'><img src='https://img.shields.io/badge/群聊-wechat-green'></a>
<a href='https://lightrag.github.io'><img src='https://img.shields.io/badge/Project-Page-Green'></a>
<a href='https://youtu.be/oageL-1I0GE'><img src='https://badges.aleen42.com/src/youtube.svg'></a>
<a href='https://arxiv.org/abs/2410.05779'><img src='https://img.shields.io/badge/arXiv-2410.05779-b31b1b'></a>
<a href='https://learnopencv.com/lightrag'><img src='https://img.shields.io/badge/LearnOpenCV-blue'></a>
</p>
This repository hosts the code of LightRAG. The structure of this code is based on [nano-graphrag](https://github.com/gusye1234/nano-graphrag).
![LightRAG Diagram](https://i-blog.csdnimg.cn/direct/b2aaf634151b4706892693ffb43d9093.png)
<!-- Badges Section 2 -->
<p>
<img src='https://img.shields.io/github/stars/hkuds/lightrag?color=green&style=social' />
<img src="https://img.shields.io/badge/python-3.10-blue">
<a href="https://pypi.org/project/lightrag-hku/"><img src="https://img.shields.io/pypi/v/lightrag-hku.svg"></a>
<a href="https://pepy.tech/project/lightrag-hku"><img src="https://static.pepy.tech/badge/lightrag-hku/month"></a>
</p>
<!-- Community Badges -->
<p>
<a href='https://discord.gg/yF2MmDJyGJ'><img src='https://discordapp.com/api/guilds/1296348098003734629/widget.png?style=shield'></a>
<a href='https://github.com/HKUDS/LightRAG/issues/285'><img src='https://img.shields.io/badge/群聊-wechat-green'></a>
</p>
<!-- Description -->
<p style="margin: 20px 0;">
This repository hosts the code of LightRAG. The structure of this code is based on <a href="https://github.com/gusye1234/nano-graphrag">nano-graphrag</a>.
</p>
<!-- Diagram -->
<img src="https://i-blog.csdnimg.cn/direct/b2aaf634151b4706892693ffb43d9093.png" alt="LightRAG Diagram" style="max-width: 100%; border-radius: 8px;">
</div>
</div>
## 🎉 News
@@ -36,12 +49,13 @@ This repository hosts the code of LightRAG. The structure of this code is based
- [x] [2024.11.09]🎯📢Introducing the [LightRAG Gui](https://lightrag-gui.streamlit.app), which allows you to insert, query, visualize, and download LightRAG knowledge.
- [x] [2024.11.04]🎯📢You can now [use Neo4J for Storage](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#using-neo4j-for-storage).
- [x] [2024.10.29]🎯📢LightRAG now supports multiple file types, including PDF, DOC, PPT, and CSV via `textract`.
- [x] [2024.10.20]🎯📢We’ve added a new feature to LightRAG: Graph Visualization.
- [x] [2024.10.18]🎯📢We’ve added a link to a [LightRAG Introduction Video](https://youtu.be/oageL-1I0GE). Thanks to the author!
- [x] [2024.10.20]🎯📢We've added a new feature to LightRAG: Graph Visualization.
- [x] [2024.10.18]🎯📢We've added a link to a [LightRAG Introduction Video](https://youtu.be/oageL-1I0GE). Thanks to the author!
- [x] [2024.10.17]🎯📢We have created a [Discord channel](https://discord.gg/yF2MmDJyGJ)! Welcome to join for sharing and discussions! 🎉🎉
- [x] [2024.10.16]🎯📢LightRAG now supports [Ollama models](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#quick-start)!
- [x] [2024.10.15]🎯📢LightRAG now supports [Hugging Face models](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#quick-start)!
## Algorithm Flowchart
![LightRAG Indexing Flowchart](https://learnopencv.com/wp-content/uploads/2024/11/LightRAG-VectorDB-Json-KV-Store-Indexing-Flowchart-scaled.jpg)