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# DB-GPT: データベースとの対話を革新するプライベートLLM技術
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# <img src="./assets/LOGO_SMALL.png" alt="Logo" style="vertical-align: middle; height: 24px;" /> DB-GPT: データベースとの対話を革新するプライベートLLM技術
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<p align="left">
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<img src="./assets/LOGO.png" width="100%" />
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<p style="text-align: left;">
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<img src="./assets/Twitter_LOGO.png" width="100%" />
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</p>
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</p>
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<div align="center">
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<div style="text-align: center;">
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<p>
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<p>
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<a href="https://github.com/eosphoros-ai/DB-GPT">
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<a href="https://github.com/eosphoros-ai/DB-GPT">
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<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
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<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
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@ -21,18 +22,30 @@
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<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
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<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
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<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
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<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
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</a>
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</a>
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<a href="https://discord.gg/7uQnPuveTY">
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<a href="https://x.com/DBGPT_AI">
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<img alt="Discord" src="https://dcbadge.vercel.app/api/server/7uQnPuveTY?compact=true&style=flat" />
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<img alt="X (formerly Twitter) Follow" src="https://img.shields.io/twitter/follow/DBGPT_AI" />
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</a>
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<a href="https://medium.com/@dbgpt0506">
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<img alt="Medium Follow" src="https://badgen.net/badge/Medium/Dbgpt/orange?icon=medium" />
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</a>
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<a href="https://space.bilibili.com/3537113070963392">
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<img alt="Bilibili Space" src="https://img.shields.io/badge/Bilibili-DB--GPT-blue?style=plastic&logo=bilibili&link=https%3A%2F%2Fspace.bilibili.com%2F3537113070963392" />
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</a>
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</a>
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<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
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<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
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||||||
<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
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<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
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</a>
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</a>
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<br/>
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<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
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<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
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<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
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<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
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</a>
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</a>
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</p>
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</p>
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[**英語**](README.md) | [**中国語**](README.zh.md) | [**Discord**](https://discord.gg/7uQnPuveTY) | [**ドキュメント**](https://docs.dbgpt.site) | [**微信**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**コミュニティ**](https://github.com/eosphoros-ai/community) | [**論文**](https://arxiv.org/pdf/2312.17449.pdf)
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[](README.md)
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[](README.zh.md)
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[](README.ja.md)
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[**ドキュメント**](http://docs.dbgpt.cn/docs/overview/) | [**チームに連絡します**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**コミュニティ**](https://github.com/eosphoros-ai/community) | [**論文**](https://arxiv.org/pdf/2312.17449.pdf)
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</div>
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</div>
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@ -44,33 +57,7 @@
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🚀 **データ3.0時代には、モデルとデータベースを基盤として、企業や開発者がより少ないコードで独自のアプリケーションを構築できます。**
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🚀 **データ3.0時代には、モデルとデータベースを基盤として、企業や開発者がより少ないコードで独自のアプリケーションを構築できます。**
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### AIネイティブデータアプリ
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### 紹介
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- 🔥🔥🔥 [V0.7.0 リリース | 重要なアップグレードのセット](http://docs.dbgpt.cn/blog/db-gpt-v070-release)
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- [サポート MCP Protocol](https://github.com/eosphoros-ai/DB-GPT/pull/2497)
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- [サポート DeepSeek R1](https://github.com/deepseek-ai/DeepSeek-R1)
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- [サポート QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
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- [基本モジュールをリファクタリングする]()
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- [dbgpt-app](./packages/dbgpt-app)
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- [dbgpt-core](./packages/dbgpt-core)
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- [dbgpt-serve](./packages/dbgpt-serve)
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- [dbgpt-client](./packages/dbgpt-client)
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- [dbgpt-accelerator](./packages/dbgpt-accelerator)
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- [dbgpt-ext](./packages/dbgpt-ext)
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## 目次
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- [紹介](#紹介)
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- [インストール](#インストール)
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- [特徴](#特徴)
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- [貢献](#貢献)
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- [連絡先](#連絡先情報)
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## 紹介
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DB-GPTのアーキテクチャは以下の図に示されています：
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DB-GPTのアーキテクチャは以下の図に示されています：
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<p align="center">
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<p align="center">
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@ -91,7 +78,7 @@ DB-GPTのアーキテクチャは以下の図に示されています：
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- **データソース**：DB-GPTのコア機能に生産ビジネスデータをシームレスに接続するために、さまざまなデータソースを統合します。
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- **データソース**：DB-GPTのコア機能に生産ビジネスデータをシームレスに接続するために、さまざまなデータソースを統合します。
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### サブモジュール
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#### サブモジュール
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- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) 大規模言語モデル（LLM）上での教師ありファインチューニング（SFT）を適用することにより、高性能なText-to-SQLワークフロー。
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- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) 大規模言語モデル（LLM）上での教師ありファインチューニング（SFT）を適用することにより、高性能なText-to-SQLワークフロー。
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- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgptsは、DB-GPT上で構築されたいくつかのデータアプリ、AWELオペレータ、AWELワークフローテンプレート、およびエージェントを含む公式リポジトリです。
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- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgptsは、DB-GPT上で構築されたいくつかのデータアプリ、AWELオペレータ、AWELワークフローテンプレート、およびエージェントを含む公式リポジトリです。
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@ -118,6 +105,31 @@ DB-GPTのアーキテクチャは以下の図に示されています：
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- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) Auto-GPTプラグインを直接実行できるDB-GPTプラグイン
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- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) Auto-GPTプラグインを直接実行できるDB-GPTプラグイン
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- [GPT-Vis](https://github.com/eosphoros-ai/GPT-Vis) 可視化プロトコル
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- [GPT-Vis](https://github.com/eosphoros-ai/GPT-Vis) 可視化プロトコル
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### AIネイティブデータアプリ
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- 🔥🔥🔥 [V0.7.0 リリース | 重要なアップグレードのセット](http://docs.dbgpt.cn/blog/db-gpt-v070-release)
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||||||
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- [サポート MCP Protocol](https://github.com/eosphoros-ai/DB-GPT/pull/2497)
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||||||
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- [サポート DeepSeek R1](https://github.com/deepseek-ai/DeepSeek-R1)
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||||||
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- [サポート QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
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- [基本モジュールをリファクタリングする]()
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- [dbgpt-app](./packages/dbgpt-app)
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- [dbgpt-core](./packages/dbgpt-core)
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- [dbgpt-serve](./packages/dbgpt-serve)
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- [dbgpt-client](./packages/dbgpt-client)
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- [dbgpt-accelerator](./packages/dbgpt-accelerator)
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- [dbgpt-ext](./packages/dbgpt-ext)
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---
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## インストール
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## インストール
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@ -232,9 +244,6 @@ DB-GPTのアーキテクチャは以下の図に示されています：
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## 画像
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## 画像
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🌐 [AutoDLイメージ](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)
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🌐 [AutoDLイメージ](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)
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### 言語切り替え
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.env設定ファイルでLANGUAGEパラメータを変更して、異なる言語に切り替えることができます。デフォルトは英語です（中国語：zh、英語：en、他の言語は後で追加されます）。
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## 貢献
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## 貢献
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- 新しい貢献のための詳細なガイドラインを確認するには、[貢献方法](https://github.com/eosphoros-ai/DB-GPT/blob/main/CONTRIBUTING.md)を参照してください。
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- 新しい貢献のための詳細なガイドラインを確認するには、[貢献方法](https://github.com/eosphoros-ai/DB-GPT/blob/main/CONTRIBUTING.md)を参照してください。
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README.md
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README.md
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# DB-GPT: AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents
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# <img src="./assets/LOGO_SMALL.png" alt="Logo" style="vertical-align: middle; height: 24px;" /> DB-GPT: AI Native Data App Development framework with AWEL and Agents
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<p align="left">
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<p style="text-align: left;">
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<img src="./assets/LOGO.png" width="100%" />
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<img src="./assets/Twitter_LOGO.png" width="100%" />
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</p>
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</p>
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<div align="center">
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<div style="text-align: center;">
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<p>
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<p>
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<a href="https://github.com/eosphoros-ai/DB-GPT">
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<a href="https://github.com/eosphoros-ai/DB-GPT">
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<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
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<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
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@ -21,19 +21,30 @@
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<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
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<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
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<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
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<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
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</a>
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</a>
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<a href="https://discord.gg/7uQnPuveTY">
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<a href="https://x.com/DBGPT_AI">
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<img alt="Discord" src="https://dcbadge.vercel.app/api/server/7uQnPuveTY?compact=true&style=flat" />
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<img alt="X (formerly Twitter) Follow" src="https://img.shields.io/twitter/follow/DBGPT_AI" />
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</a>
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<a href="https://medium.com/@dbgpt0506">
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<img alt="Medium Follow" src="https://badgen.net/badge/Medium/Dbgpt/orange?icon=medium" />
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</a>
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<a href="https://space.bilibili.com/3537113070963392">
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<img alt="Bilibili Space" src="https://img.shields.io/badge/Bilibili-DB--GPT-blue?style=plastic&logo=bilibili&link=https%3A%2F%2Fspace.bilibili.com%2F3537113070963392" />
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</a>
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</a>
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<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
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<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
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<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
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<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
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</a>
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</a>
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<br/>
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<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
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<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
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<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
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<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
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</a>
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</a>
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</p>
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</p>
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[**简体中文**](README.zh.md) | [**日本語**](README.ja.md) | [**Discord**](https://discord.gg/7uQnPuveTY) | [**Documents**](https://docs.dbgpt.site) | [**微信**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**Community**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
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[](README.md)
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[](README.zh.md)
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[](README.ja.md)
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[**Documents**](http://docs.dbgpt.cn/docs/overview/) | [**Concat**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**Community**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
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</div>
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</div>
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@ -45,8 +56,50 @@ The purpose is to build infrastructure in the field of large models, through the
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🚀 **In the Data 3.0 era, based on models and databases, enterprises and developers can build their own bespoke applications with less code.**
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🚀 **In the Data 3.0 era, based on models and databases, enterprises and developers can build their own bespoke applications with less code.**
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### DISCKAIMER
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### Introduction
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- [disckaimer](./DISCKAIMER.md)
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The architecture of DB-GPT is shown in the following figure:
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<p align="center">
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<img src="./assets/dbgpt.png" width="800" />
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</p>
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The core capabilities include the following parts:
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- **RAG (Retrieval Augmented Generation)**: RAG is currently the most practically implemented and urgently needed domain. DB-GPT has already implemented a framework based on RAG, allowing users to build knowledge-based applications using the RAG capabilities of DB-GPT.
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- **GBI (Generative Business Intelligence)**: Generative BI is one of the core capabilities of the DB-GPT project, providing the foundational data intelligence technology to build enterprise report analysis and business insights.
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- **Fine-tuning Framework**: Model fine-tuning is an indispensable capability for any enterprise to implement in vertical and niche domains. DB-GPT provides a complete fine-tuning framework that integrates seamlessly with the DB-GPT project. In recent fine-tuning efforts, an accuracy rate based on the Spider dataset has been achieved at 82.5%.
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- **Data-Driven Multi-Agents Framework**: DB-GPT offers a data-driven self-evolving multi-agents framework, aiming to continuously make decisions and execute based on data.
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- **Data Factory**: The Data Factory is mainly about cleaning and processing trustworthy knowledge and data in the era of large models.
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- **Data Sources**: Integrating various data sources to seamlessly connect production business data to the core capabilities of DB-GPT.
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#### SubModule
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- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) Text-to-SQL workflow with high performance by applying Supervised Fine-Tuning (SFT) on Large Language Models (LLMs).
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- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts is the official repository which contains some data apps、AWEL operators、AWEL workflow templates and agents which build upon DB-GPT.
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#### Text2SQL Finetune
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- support llms
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- [x] LLaMA
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- [x] LLaMA-2
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- [x] BLOOM
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- [x] BLOOMZ
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- [x] Falcon
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- [x] Baichuan
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- [x] Baichuan2
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- [x] InternLM
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|
- [x] Qwen
|
||||||
|
- [x] XVERSE
|
||||||
|
- [x] ChatGLM2
|
||||||
|
|
||||||
|
[More Information about Text2SQL finetune](https://github.com/eosphoros-ai/DB-GPT-Hub)
|
||||||
|
|
||||||
|
- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) DB-GPT Plugins that can run Auto-GPT plugin directly
|
||||||
|
- [GPT-Vis](https://github.com/eosphoros-ai/GPT-Vis) Visualization protocol
|
||||||
|
|
||||||
### AI-Native Data App
|
### AI-Native Data App
|
||||||
---
|
---
|
||||||
@ -71,59 +124,8 @@ The purpose is to build infrastructure in the field of large models, through the
|
|||||||
|
|
||||||
|
|
||||||
|
|
||||||
## Contents
|
|
||||||
- [Introduction](#introduction)
|
|
||||||
- [Install](#install)
|
|
||||||
- [Features](#features)
|
|
||||||
- [Contribution](#contribution)
|
|
||||||
- [Contact](#contact-information)
|
|
||||||
|
|
||||||
## Introduction
|
## Installation / Quick Start
|
||||||
The architecture of DB-GPT is shown in the following figure:
|
|
||||||
|
|
||||||
<p align="center">
|
|
||||||
<img src="./assets/dbgpt.png" width="800" />
|
|
||||||
</p>
|
|
||||||
|
|
||||||
The core capabilities include the following parts:
|
|
||||||
|
|
||||||
- **RAG (Retrieval Augmented Generation)**: RAG is currently the most practically implemented and urgently needed domain. DB-GPT has already implemented a framework based on RAG, allowing users to build knowledge-based applications using the RAG capabilities of DB-GPT.
|
|
||||||
|
|
||||||
- **GBI (Generative Business Intelligence)**: Generative BI is one of the core capabilities of the DB-GPT project, providing the foundational data intelligence technology to build enterprise report analysis and business insights.
|
|
||||||
|
|
||||||
- **Fine-tuning Framework**: Model fine-tuning is an indispensable capability for any enterprise to implement in vertical and niche domains. DB-GPT provides a complete fine-tuning framework that integrates seamlessly with the DB-GPT project. In recent fine-tuning efforts, an accuracy rate based on the Spider dataset has been achieved at 82.5%.
|
|
||||||
|
|
||||||
- **Data-Driven Multi-Agents Framework**: DB-GPT offers a data-driven self-evolving multi-agents framework, aiming to continuously make decisions and execute based on data.
|
|
||||||
|
|
||||||
- **Data Factory**: The Data Factory is mainly about cleaning and processing trustworthy knowledge and data in the era of large models.
|
|
||||||
|
|
||||||
- **Data Sources**: Integrating various data sources to seamlessly connect production business data to the core capabilities of DB-GPT.
|
|
||||||
|
|
||||||
### SubModule
|
|
||||||
- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) Text-to-SQL workflow with high performance by applying Supervised Fine-Tuning (SFT) on Large Language Models (LLMs).
|
|
||||||
|
|
||||||
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts is the official repository which contains some data apps、AWEL operators、AWEL workflow templates and agents which build upon DB-GPT.
|
|
||||||
|
|
||||||
#### Text2SQL Finetune
|
|
||||||
- support llms
|
|
||||||
- [x] LLaMA
|
|
||||||
- [x] LLaMA-2
|
|
||||||
- [x] BLOOM
|
|
||||||
- [x] BLOOMZ
|
|
||||||
- [x] Falcon
|
|
||||||
- [x] Baichuan
|
|
||||||
- [x] Baichuan2
|
|
||||||
- [x] InternLM
|
|
||||||
- [x] Qwen
|
|
||||||
- [x] XVERSE
|
|
||||||
- [x] ChatGLM2
|
|
||||||
|
|
||||||
[More Information about Text2SQL finetune](https://github.com/eosphoros-ai/DB-GPT-Hub)
|
|
||||||
|
|
||||||
- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) DB-GPT Plugins that can run Auto-GPT plugin directly
|
|
||||||
- [GPT-Vis](https://github.com/eosphoros-ai/GPT-Vis) Visualization protocol
|
|
||||||
|
|
||||||
## Install
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
@ -239,8 +241,6 @@ At present, we have introduced several key features to showcase our current capa
|
|||||||
🌐 [AutoDL Image](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)
|
🌐 [AutoDL Image](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)
|
||||||
|
|
||||||
|
|
||||||
### Language Switching
|
|
||||||
In the .env configuration file, modify the LANGUAGE parameter to switch to different languages. The default is English (Chinese: zh, English: en, other languages to be added later).
|
|
||||||
|
|
||||||
## Contribution
|
## Contribution
|
||||||
|
|
||||||
@ -255,10 +255,13 @@ At present, we have introduced several key features to showcase our current capa
|
|||||||
## Licence
|
## Licence
|
||||||
The MIT License (MIT)
|
The MIT License (MIT)
|
||||||
|
|
||||||
## Citation
|
## DISCKAIMER
|
||||||
If you want to understand the overall architecture of DB-GPT, please cite <a href="https://arxiv.org/abs/2312.17449" target="_blank">paper</a> and <a href="https:// arxiv.org/abs/2404.10209" target="_blank">Paper</a>
|
- [disckaimer](./DISCKAIMER.md)
|
||||||
|
|
||||||
If you want to learn about using DB-GPT for Agent development, please cite the <a href="https://arxiv.org/abs/2412.13520" target="_blank">paper</a>
|
## Citation
|
||||||
|
If you want to understand the overall architecture of DB-GPT, please cite <a href="https://arxiv.org/abs/2312.17449" target="_blank">Paper</a> and <a href="https://arxiv.org/abs/2404.10209" target="_blank">Paper</a>
|
||||||
|
|
||||||
|
If you want to learn about using DB-GPT for Agent development, please cite the <a href="https://arxiv.org/abs/2412.13520" target="_blank">Paper</a>
|
||||||
```bibtex
|
```bibtex
|
||||||
@article{xue2023dbgpt,
|
@article{xue2023dbgpt,
|
||||||
title={DB-GPT: Empowering Database Interactions with Private Large Language Models},
|
title={DB-GPT: Empowering Database Interactions with Private Large Language Models},
|
||||||
@ -287,7 +290,12 @@ If you want to learn about using DB-GPT for Agent development, please cite the <
|
|||||||
|
|
||||||
|
|
||||||
## Contact Information
|
## Contact Information
|
||||||
|
Thanks to everyone who has contributed to DB-GPT! Your ideas, code, comments, and even sharing them at events and on social platforms can make DB-GPT better.
|
||||||
We are working on building a community, if you have any ideas for building the community, feel free to contact us.
|
We are working on building a community, if you have any ideas for building the community, feel free to contact us.
|
||||||
[](https://discord.gg/7uQnPuveTY)
|
|
||||||
|
- [Github Issues](https://github.com/eosphoros-ai/DB-GPT/issues) ⭐️：For questions about using GB-DPT, see the CONTRIBUTING.
|
||||||
|
- [Github Discussions](https://github.com/orgs/eosphoros-ai/discussions) ⭐️：Share your experience or unique apps.
|
||||||
|
- [Twitter](https://x.com/DBGPT_AI) ⭐️：Please feel free to talk to us.
|
||||||
|
|
||||||
|
|
||||||
[](https://star-history.com/#csunny/DB-GPT)
|
[](https://star-history.com/#csunny/DB-GPT)
|
||||||
|
|||||||
105
README.zh.md
105
README.zh.md
@ -1,11 +1,11 @@
|
|||||||
# DB-GPT: AI原生数据应用开发框架
|
# <img src="./assets/LOGO_SMALL.png" alt="Logo" style="vertical-align: middle; height: 24px;" /> DB-GPT: AI原生数据应用开发框架
|
||||||
|
|
||||||
<p align="left">
|
<p style="text-align: left;">
|
||||||
<img src="./assets/LOGO.png" width="100%" />
|
<img src="./assets/Twitter_LOGO.png" width="100%" />
|
||||||
</p>
|
</p>
|
||||||
|
|
||||||
|
|
||||||
<div align="center">
|
<div style="text-align: center;">
|
||||||
<p>
|
<p>
|
||||||
<a href="https://github.com/eosphoros-ai/DB-GPT">
|
<a href="https://github.com/eosphoros-ai/DB-GPT">
|
||||||
<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
|
<img alt="stars" src="https://img.shields.io/github/stars/eosphoros-ai/db-gpt?style=social" />
|
||||||
@ -22,18 +22,30 @@
|
|||||||
<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
|
<a href="https://github.com/eosphoros-ai/DB-GPT/issues">
|
||||||
<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
|
<img alt="Open Issues" src="https://img.shields.io/github/issues-raw/eosphoros-ai/DB-GPT" />
|
||||||
</a>
|
</a>
|
||||||
<a href="https://discord.gg/7uQnPuveTY">
|
<a href="https://x.com/DBGPT_AI">
|
||||||
<img alt="Discord" src="https://dcbadge.vercel.app/api/server/7uQnPuveTY?compact=true&style=flat" />
|
<img alt="X (formerly Twitter) Follow" src="https://img.shields.io/twitter/follow/DBGPT_AI" />
|
||||||
|
</a>
|
||||||
|
<a href="https://medium.com/@dbgpt0506">
|
||||||
|
<img alt="Medium Follow" src="https://badgen.net/badge/Medium/Dbgpt/orange?icon=medium" />
|
||||||
|
</a>
|
||||||
|
<a href="https://space.bilibili.com/3537113070963392">
|
||||||
|
<img alt="Bilibili Space" src="https://img.shields.io/badge/Bilibili-DB--GPT-blue?style=plastic&logo=bilibili&link=https%3A%2F%2Fspace.bilibili.com%2F3537113070963392" />
|
||||||
</a>
|
</a>
|
||||||
<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
|
<a href="https://join.slack.com/t/slack-inu2564/shared_invite/zt-29rcnyw2b-N~ubOD9kFc7b7MDOAM1otA">
|
||||||
<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
|
<img alt="Slack" src="https://badgen.net/badge/Slack/Join%20DB-GPT/0abd59?icon=slack" />
|
||||||
</a>
|
</a>
|
||||||
|
<br/>
|
||||||
<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
|
<a href="https://codespaces.new/eosphoros-ai/DB-GPT">
|
||||||
<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
|
<img alt="Open in GitHub Codespaces" src="https://github.com/codespaces/badge.svg" />
|
||||||
</a>
|
</a>
|
||||||
</p>
|
</p>
|
||||||
|
|
||||||
[**English**](README.md) | [**Discord**](https://discord.gg/7uQnPuveTY) | [**文档**](https://www.yuque.com/eosphoros/dbgpt-docs/bex30nsv60ru0fmx) | [**微信**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**社区**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
|
[](README.md)
|
||||||
|
[](README.zh.md)
|
||||||
|
[](README.ja.md)
|
||||||
|
|
||||||
|
[**文档**](http://docs.dbgpt.cn/docs/overview/) | [**联系团队**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**社区**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
|
||||||
|
|
||||||
</div>
|
</div>
|
||||||
|
|
||||||
## DB-GPT 是什么？
|
## DB-GPT 是什么？
|
||||||
@ -44,6 +56,38 @@
|
|||||||
|
|
||||||
🚀 **数据3.0 时代，基于模型、数据库，企业/开发者可以用更少的代码搭建自己的专属应用。**
|
🚀 **数据3.0 时代，基于模型、数据库，企业/开发者可以用更少的代码搭建自己的专属应用。**
|
||||||
|
|
||||||
|
### 架构方案
|
||||||
|
|
||||||
|
<p align="center">
|
||||||
|
<img src="./assets/dbgpt.png" width="800px" />
|
||||||
|
</p>
|
||||||
|
|
||||||
|
核心能力主要有以下几个部分:
|
||||||
|
- **RAG(Retrieval Augmented Generation)**，RAG是当下落地实践最多，也是最迫切的领域，DB-GPT目前已经实现了一套基于RAG的框架，用户可以基于DB-GPT的RAG能力构建知识类应用。
|
||||||
|
|
||||||
|
- **GBI**：生成式BI是DB-GPT项目的核心能力之一，为构建企业报表分析、业务洞察提供基础的数智化技术保障。
|
||||||
|
|
||||||
|
- **微调框架**: 模型微调是任何一个企业在垂直、细分领域落地不可或缺的能力，DB-GPT提供了完整的微调框架，实现与DB-GPT项目的无缝打通，在最近的微调中，基于spider的准确率已经做到了82.5%
|
||||||
|
|
||||||
|
- **数据驱动的Multi-Agents框架**: DB-GPT提供了数据驱动的自进化Multi-Agents框架，目标是可以持续基于数据做决策与执行。
|
||||||
|
|
||||||
|
- **数据工厂**: 数据工厂主要是在大模型时代，做可信知识、数据的清洗加工。
|
||||||
|
|
||||||
|
- **数据源**: 对接各类数据源，实现生产业务数据无缝对接到DB-GPT核心能力。
|
||||||
|
|
||||||
|
#### 子模块
|
||||||
|
- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) 通过微调来持续提升Text2SQL效果
|
||||||
|
- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) DB-GPT 插件仓库, 兼容Auto-GPT
|
||||||
|
- [GPT-Vis](https://github.com/eosphoros-ai/DB-GPT-Web) 可视化协议
|
||||||
|
|
||||||
|
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts 是官方提供的数据应用仓库, 包含数据智能应用, 智能体编排流程模版, 通用算子等构建在DB-GPT之上的资源。
|
||||||
|
|
||||||
|
#### RAG生产落地实践架构
|
||||||
|
<p align="center">
|
||||||
|
<img src="./assets/RAG-IN-ACTION.jpg" width="800px" />
|
||||||
|
</p>
|
||||||
|
|
||||||
|
|
||||||
## 效果演示
|
## 效果演示
|
||||||
|
|
||||||
### AI原生数据智能应用
|
### AI原生数据智能应用
|
||||||
@ -69,45 +113,6 @@
|
|||||||
|
|
||||||
|
|
||||||
|
|
||||||
## 目录
|
|
||||||
- [架构方案](#架构方案)
|
|
||||||
- [安装](#安装)
|
|
||||||
- [特性简介](#特性一览)
|
|
||||||
- [贡献](#贡献)
|
|
||||||
- [路线图](#路线图)
|
|
||||||
- [联系我们](#联系我们)
|
|
||||||
|
|
||||||
## 架构方案
|
|
||||||
|
|
||||||
<p align="center">
|
|
||||||
<img src="./assets/dbgpt.png" width="800px" />
|
|
||||||
</p>
|
|
||||||
|
|
||||||
核心能力主要有以下几个部分:
|
|
||||||
- **RAG(Retrieval Augmented Generation)**，RAG是当下落地实践最多，也是最迫切的领域，DB-GPT目前已经实现了一套基于RAG的框架，用户可以基于DB-GPT的RAG能力构建知识类应用。
|
|
||||||
|
|
||||||
- **GBI**：生成式BI是DB-GPT项目的核心能力之一，为构建企业报表分析、业务洞察提供基础的数智化技术保障。
|
|
||||||
|
|
||||||
- **微调框架**: 模型微调是任何一个企业在垂直、细分领域落地不可或缺的能力，DB-GPT提供了完整的微调框架，实现与DB-GPT项目的无缝打通，在最近的微调中，基于spider的准确率已经做到了82.5%
|
|
||||||
|
|
||||||
- **数据驱动的Multi-Agents框架**: DB-GPT提供了数据驱动的自进化Multi-Agents框架，目标是可以持续基于数据做决策与执行。
|
|
||||||
|
|
||||||
- **数据工厂**: 数据工厂主要是在大模型时代，做可信知识、数据的清洗加工。
|
|
||||||
|
|
||||||
- **数据源**: 对接各类数据源，实现生产业务数据无缝对接到DB-GPT核心能力。
|
|
||||||
|
|
||||||
### RAG生产落地实践架构
|
|
||||||
<p align="center">
|
|
||||||
<img src="./assets/RAG-IN-ACTION.jpg" width="800px" />
|
|
||||||
</p>
|
|
||||||
|
|
||||||
### 子模块
|
|
||||||
- [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub) 通过微调来持续提升Text2SQL效果
|
|
||||||
- [DB-GPT-Plugins](https://github.com/eosphoros-ai/DB-GPT-Plugins) DB-GPT 插件仓库, 兼容Auto-GPT
|
|
||||||
- [GPT-Vis](https://github.com/eosphoros-ai/DB-GPT-Web) 可视化协议
|
|
||||||
|
|
||||||
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts 是官方提供的数据应用仓库, 包含数据智能应用, 智能体编排流程模版, 通用算子等构建在DB-GPT之上的资源。
|
|
||||||
|
|
||||||
## 安装
|
## 安装
|
||||||
|
|
||||||
|
|
||||||
@ -251,10 +256,6 @@
|
|||||||
|
|
||||||
🌐 [小程序云部署](https://www.yuque.com/eosphoros/dbgpt-docs/ek12ly8k661tbyn8)
|
🌐 [小程序云部署](https://www.yuque.com/eosphoros/dbgpt-docs/ek12ly8k661tbyn8)
|
||||||
|
|
||||||
### 多语言切换
|
|
||||||
|
|
||||||
在.env 配置文件当中，修改LANGUAGE参数来切换使用不同的语言，默认是英文(中文zh, 英文en, 其他语言待补充)
|
|
||||||
|
|
||||||
## 使用说明
|
## 使用说明
|
||||||
|
|
||||||
### 多模型使用
|
### 多模型使用
|
||||||
@ -281,6 +282,10 @@
|
|||||||
|
|
||||||
The MIT License (MIT)
|
The MIT License (MIT)
|
||||||
|
|
||||||
|
### 免责声明
|
||||||
|
|
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|
- [免责声明](./DISCKAIMER.md)
|
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|
|
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## 引用
|
## 引用
|
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如果您发现`DB-GPT`对您的研究或开发有用，请引用以下论文，其中：
|
如果您发现`DB-GPT`对您的研究或开发有用，请引用以下论文，其中：
|
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Block a user