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README.md
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README.md
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## What is DB-GPT?
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As large models are released and iterated upon, they are becoming increasingly intelligent. However, in the process of using large models, we face significant challenges in data security and privacy. We need to ensure that our sensitive data and environments remain completely controlled and avoid any data privacy leaks or security risks. Based on this, we have launched the DB-GPT project to build a complete private large model solution for all database-based scenarios. This solution supports local deployment, allowing it to be applied not only in independent private environments but also to be independently deployed and isolated according to business modules, ensuring that the ability of large models is absolutely private, secure, and controllable.
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DB-GPT is an experimental open-source project that uses localized GPT large models to interact with your data and environment. With this solution, you can be assured that there is no risk of data leakage, and your data is 100% private and secure.
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## News
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- [2023/07/06]🔥🔥🔥Brand-new DB-GPT product with a brand-new web UI. [documents](https://db-gpt.readthedocs.io/en/latest/getting_started/getting_started.html)
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- [2023/06/25]🔥support chatglm2-6b model. [documents](https://db-gpt.readthedocs.io/en/latest/modules/llms.html)
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- [2023/06/14] support gpt4all model, which can run at M1/M2, or cpu machine. [documents](https://db-gpt.readthedocs.io/en/latest/modules/llms.html)
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- [2023/06/01]🔥 On the basis of the Vicuna-13B basic model, task chain calls are implemented through plugins. For example, the implementation of creating a database with a single sentence.[demo](./assets/auto_plugin.gif)
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- [2023/06/01]🔥 QLoRA guanaco(7b, 13b, 33b) support.
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- [2023/05/28] Learning from crawling data from the Internet [demo](./assets/dbgpt_demo.gif)
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- [2023/05/21] Generate SQL and execute it automatically. [demo](./assets/chat-data.gif)
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- [2023/05/15] Chat with documents. [demo](./assets/new_knownledge_en.gif)
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- [2023/05/06] SQL generation and diagnosis. [demo](./assets/demo_en.gif)
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[](https://star-history.com/#csunny/DB-GPT)
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## Demo
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@ -41,32 +30,48 @@ https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3d
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<source id="mp4" src="https://github.com/csunny/DB-GPT/assets/17919400/654b5a49-5ea4-4c02-b5b2-72d089dcc1f0" type="video/mp4">
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</videos> -->
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#### Chat with data, and figure charts.
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<p align="left">
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<img src="./assets/dashboard.png" width="800px" />
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</p>
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#### Text2SQL, generate SQL from chat
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<p align="left">
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<img src="./assets/chatSQL.png" width="800px" />
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</p>
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#### Chat with database meta information.
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<p align="left">
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<img src="./assets/chatdb.png" width="800px" />
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</p>
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#### Chat with data, and execute results.
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<p align="left">
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<img src="./assets/chatdata.png" width="800px" />
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</p>
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#### Knownledge space to manage docs.
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<p align="left">
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<img src="./assets/ks.png" width="800px" />
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</p>
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#### Chat with knowledge, such as txt、pdf、csv、words. etc
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<p align="left">
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<img src="./assets/chat_knowledge.png" width="800px" />
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</p>
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## Releases
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- [2023/07/06]🔥🔥🔥Brand-new DB-GPT product with a brand-new web UI. [documents](https://db-gpt.readthedocs.io/en/latest/getting_started/getting_started.html)
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- [2023/06/25]🔥support chatglm2-6b model. [documents](https://db-gpt.readthedocs.io/en/latest/modules/llms.html)
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- [2023/06/14] support gpt4all model, which can run at M1/M2, or cpu machine. [documents](https://db-gpt.readthedocs.io/en/latest/modules/llms.html)
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- [2023/06/01]🔥 On the basis of the Vicuna-13B basic model, task chain calls are implemented through plugins. For example, the implementation of creating a database with a single sentence.[demo](./assets/auto_plugin.gif)
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- [2023/06/01]🔥 QLoRA guanaco(7b, 13b, 33b) support.
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- [2023/05/28] Learning from crawling data from the Internet [demo](./assets/dbgpt_demo.gif)
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- [2023/05/21] Generate SQL and execute it automatically. [demo](./assets/chat-data.gif)
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- [2023/05/15] Chat with documents. [demo](./assets/new_knownledge_en.gif)
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- [2023/05/06] SQL generation and diagnosis. [demo](./assets/demo_en.gif)
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## Features
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@ -95,7 +100,6 @@ Currently, we have released multiple key features, which are listed below to dem
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DB-GPT creates a vast model operating system using [FastChat](https://github.com/lm-sys/FastChat) and offers a large language model powered by [Vicuna](https://huggingface.co/Tribbiani/vicuna-7b). In addition, we provide private domain knowledge base question-answering capability. Furthermore, we also provide support for additional plugins, and our design natively supports the Auto-GPT plugin.Our vision is to make it easier and more convenient to build applications around databases and llm.
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Is the architecture of the entire DB-GPT shown in the following figure:
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<p align="center">
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@ -159,5 +163,5 @@ The MIT License (MIT)
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## Contact Information
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We are working on building a community, if you have any ideas about building the community, feel free to contact us. [Discord](https://discord.gg/4BNdxm5d)
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[](https://star-history.com/#csunny/DB-GPT)
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76
README.zh.md
76
README.zh.md
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DB-GPT 是一个开源的以数据库为基础的GPT实验项目，使用本地化的GPT大模型与您的数据和环境进行交互，无数据泄露风险，100% 私密
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[](https://star-history.com/#csunny/DB-GPT)
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[DB-GPT视频介绍](https://www.bilibili.com/video/BV1SM4y1a7Nj/?buvid=551b023900b290f9497610b2155a2668&is_story_h5=false&mid=%2BVyE%2Fwau5woPcUKieCWS0A%3D%3D&p=1&plat_id=116&share_from=ugc&share_medium=iphone&share_plat=ios&share_session_id=5D08B533-82A4-4D40-9615-7826065B4574&share_source=GENERIC&share_tag=s_i×tamp=1686307943&unique_k=bhO3lgQ&up_id=31375446)
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## 效果演示
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示例通过 RTX 4090 GPU 演示
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https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3dbcf80
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#### 根据自然语言对话生成分析图表
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<p align="left">
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<img src="./assets/dashboard.png" width="800px" />
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</p>
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#### 根据自然语言对话生成SQL
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<p align="left">
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<img src="./assets/chatSQL.png" width="800px" />
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</p>
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#### 与数据库元数据信息进行对话, 生成准确SQL语句
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<p align="left">
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<img src="./assets/chatdb.png" width="800px" />
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</p>
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#### 与数据对话, 直接查看执行结果
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<p align="left">
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<img src="./assets/chatdata.png" width="800px" />
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</p>
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#### 知识库管理
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<p align="left">
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<img src="./assets/ks.png" width="800px" />
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</p>
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#### 根据知识库对话, 比如pdf、csv、txt、words等等.
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<p align="left">
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<img src="./assets/chat_knowledge.png" width="800px" />
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</p>
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## 最新发布
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- [2023/07/06]🔥🔥🔥 全新的DB-GPT产品。 [使用文档](https://db-gpt.readthedocs.io/projects/db-gpt-docs-zh-cn/zh_CN/latest/getting_started/getting_started.html)
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- [2023/06/25]🔥 支持ChatGLM2-6B模型。 [使用文档](https://db-gpt.readthedocs.io/projects/db-gpt-docs-zh-cn/zh_CN/latest/modules/llms.html)
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@ -54,37 +97,6 @@ DB-GPT 是一个开源的以数据库为基础的GPT实验项目，使用本地
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- 支持多种大语言模型, 当前已支持Vicuna(7b,13b), ChatGLM-6b(int4, int8), guanaco(7b,13b,33b), Gorilla(7b,13b)
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- TODO: codet5p, codegen2
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## 效果演示
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示例通过 RTX 4090 GPU 演示
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https://github.com/csunny/DB-GPT/assets/13723926/55f31781-1d49-4757-b96e-7ef6d3dbcf80
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<p align="left">
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<img src="./assets/dashboard.png" width="800px" />
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</p>
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<p align="left">
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<img src="./assets/chatSQL.png" width="800px" />
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</p>
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<p align="left">
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<img src="./assets/chatdb.png" width="800px" />
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</p>
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<p align="left">
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<img src="./assets/chatdata.png" width="800px" />
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</p>
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<p align="left">
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<img src="./assets/ks.png" width="800px" />
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</p>
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<p align="left">
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<img src="./assets/chat_knowledge.png" width="800px" />
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</p>
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## 架构方案
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DB-GPT基于 [FastChat](https://github.com/lm-sys/FastChat) 构建大模型运行环境，并提供 vicuna 作为基础的大语言模型。此外，我们通过LangChain提供私域知识库问答能力。同时我们支持插件模式, 在设计上原生支持Auto-GPT插件。我们的愿景是让围绕数据库和LLM构建应用程序更加简便和便捷。
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@ -167,5 +179,3 @@ Run the Python interpreter and type the commands:
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The MIT License (MIT)
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[](https://star-history.com/#csunny/DB-GPT)
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