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docs: app & agents development document (#2081)
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README.md

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# DB-GPT: Revolutionizing Database Interactions with Private LLM Technology
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# DB-GPT: AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents
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<p align="left">
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<img src="./assets/LOGO.png" width="100%" />
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</p>
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- [Support Text2NLU and Text2GQL fine-tuning]()
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- [Support Intent recognition, slot filling, and Prompt management]()
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- [Released V0.5.0 | Develop native data applications through workflows and agents](http://docs.dbgpt.cn/docs/changelog/Released_V0.5.0)
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---
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![app_chat_v0 6](https://github.com/user-attachments/assets/a2f0a875-df8c-4f0d-89a3-eed321c02113)
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![macOS](https://img.shields.io/badge/mac%20os-000000?style=for-the-badge&logo=macos&logoColor=F0F0F0)
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![Windows](https://img.shields.io/badge/Windows-0078D6?style=for-the-badge&logo=windows&logoColor=white)
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[**Usage Tutorial**](http://docs.dbgpt.site/docs/overview)
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- [**Install**](http://docs.dbgpt.site/docs/installation)
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- [Docker](https://docs.dbgpt.site/docs/installation/docker)
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- [Source Code](https://docs.dbgpt.site/docs/installation/sourcecode)
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- [**Quickstart**](http://docs.dbgpt.site/docs/quickstart)
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- [**Application**](http://docs.dbgpt.site/docs/operation_manual)
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- [App Usage](https://docs.dbgpt.site/docs/application/app_usage)
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- [AWEL Flow Usage](https://docs.dbgpt.site/docs/application/awel_flow_usage)
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- [**Debugging**](http://docs.dbgpt.site/docs/operation_manual/advanced_tutorial/debugging)
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- [**Advanced Usage**](https://docs.dbgpt.site/docs/application/advanced_tutorial/cli)
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- [SMMF](https://docs.dbgpt.site/docs/application/advanced_tutorial/smmf)
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- [Finetune](https://docs.dbgpt.site/docs/application/fine_tuning_manual/dbgpt_hub)
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- [AWEL](https://docs.dbgpt.site/docs/latest/awel/tutorial)
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[**Usage Tutorial**](http://docs.dbgpt.cn/docs/overview)
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- [**Install**](http://docs.dbgpt.cn/docs/installation)
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- [Docker](http://docs.dbgpt.cn/docs/installation/docker)
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- [Source Code](http://docs.dbgpt.cn/docs/installation/sourcecode)
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- [**Quickstart**](http://docs.dbgpt.cn/docs/quickstart)
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- [**Application**](http://docs.dbgpt.cn/docs/operation_manual)
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- [Development Guide](http://docs.dbgpt.cn/docs/cookbook/app/data_analysis_app_develop)
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- [App Usage](http://docs.dbgpt.cn/docs/application/app_usage)
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- [AWEL Flow Usage](http://docs.dbgpt.cn/docs/application/awel_flow_usage)
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- [**Debugging**](http://docs.dbgpt.cn/docs/operation_manual/advanced_tutorial/debugging)
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- [**Advanced Usage**](http://docs.dbgpt.cn/docs/application/advanced_tutorial/cli)
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- [SMMF](http://docs.dbgpt.cn/docs/application/advanced_tutorial/smmf)
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- [Finetune](http://docs.dbgpt.cn/docs/application/fine_tuning_manual/dbgpt_hub)
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- [AWEL](http://docs.dbgpt.cn/docs/latest/awel/tutorial)
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## Features
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We ensure the privacy and security of data through the implementation of various technologies, including privatized large models and proxy desensitization.
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- Support Datasources
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- [Datasources](http://docs.dbgpt.site/docs/modules/connections)
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- [Datasources](http://docs.dbgpt.cn/docs/modules/connections)
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## Image
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🌐 [AutoDL Image](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)

README.zh.md

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# DB-GPT: 用私有化LLM技术定义数据库下一代交互方式
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# DB-GPT: AI原生数据应用开发框架
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<img src="./assets/LOGO.png" width="100%" />
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- GPT-Vis前端可视化升级,支持更丰富的可视化图表。
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- 支持Text2NLU与Text2GQL微调, 即新增意图分类与从自然语言到图语言的微调。
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- [V0.5.0发布——通过工作流与智能体开发原生数据应用](https://www.yuque.com/eosphoros/dbgpt-docs/owcrh9423f9rqkg2)
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### Data Agents
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- [报表分析](https://www.yuque.com/eosphoros/dbgpt-docs/vsv49p33eg4p5xc1)
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- [Agents](https://www.yuque.com/eosphoros/dbgpt-docs/pom41m7oqtdd57hm)
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- [**进阶教程**](https://www.yuque.com/eosphoros/dbgpt-docs/dxalqb8wsv2xkm5f)
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- [数智应用开发](https://www.yuque.com/eosphoros/dbgpt-docs/ancwnrsk9agc6e4w)
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- [智能体工作流使用](https://www.yuque.com/eosphoros/dbgpt-docs/hcomfb3yrleg7gmq)
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- [智能应用使用](https://www.yuque.com/eosphoros/dbgpt-docs/aiagvxeb86iarq6r)
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- [多模型管理](https://www.yuque.com/eosphoros/dbgpt-docs/huzgcf2abzvqy8uv)
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## 联系我们
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**说明: 由于微信群人数上限的限制, 我们的答疑与问题支持优先会在钉钉大群进行。**
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<div style="display: flex; justify-content: space-around;">
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<figure style="display: flex; flex-direction: column;">
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<img src="./assets/wechat.jpg" alt="图片1" style="width: 200px;">
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<p style="text-align: center;">
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微信
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</p>
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</figure>
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<figure style="display: flex; flex-direction: column;">
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<img src="./assets/ding.jpg" alt="图片2" style="width: 220px;">
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<p style="text-align: center;">
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钉钉
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</p>
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</figure>
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<figure style="display: flex; flex-direction: column;">
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<img src="./assets/wechat.jpg" alt="图片1" style="width: 200px;">
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<p style="text-align: center;">
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微信
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</p>
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</figure>
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<!-- <p align="center">

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dbgpt/serve/agent/agents/expand/app_start_assisant_agent.py

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rely_messages: Optional[List[AgentMessage]] = None,
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context: Optional[Dict[str, Any]] = None,
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is_retry_chat: Optional[bool] = False,
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) -> (List[AgentMessage], Optional[Dict]):
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) -> tuple[List[AgentMessage], Optional[Dict]]:
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if rely_messages and len(rely_messages) > 0:
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return rely_messages[-1:], None
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