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docs(smmf): multi-model usage and introduction (#883)
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Co-authored-by: junewgl <[email protected]>
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csunny and junewgl authored Dec 4, 2023
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8 changes: 4 additions & 4 deletions README.md
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</p>


[**简体中文**](README.zh.md) | [**Discord**](https://discord.gg/7uQnPuveTY) | [**Documents**](https://db-gpt.readthedocs.io/en/latest/) | [**Wechat**](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)
[**简体中文**](README.zh.md) | [**Discord**](https://discord.gg/7uQnPuveTY) | [**Documents**](https://docs.dbgpt.site) | [**Wechat**](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)
</div>

## What is DB-GPT?
Expand Down Expand Up @@ -205,9 +205,9 @@ The core capabilities primarily consist of the following components:
- [ ] StarRocks

### Multi-Models And vLLM
- [x] [Cluster Deployment](https://db-gpt.readthedocs.io/en/latest/getting_started/install/cluster/vms/index.html)
- [x] [Cluster Deployment](https://docs.dbgpt.site/docs/installation/model_service/cluster)
- [x] [Fastchat Support](https://github.com/lm-sys/FastChat)
- [x] [vLLM Support](https://db-gpt.readthedocs.io/en/latest/getting_started/install/llm/vllm/vllm.html)
- [x] [vLLM Support](https://docs.dbgpt.site/docs/installation/advanced_usage/vLLM_inference)
- [ ] Cloud-native environment and support for Ray environment
- [ ] Service Registry(eg:nacos)
- [ ] Compatibility with OpenAI's interfaces
Expand All @@ -223,7 +223,7 @@ The core capabilities primarily consist of the following components:
- [ ] Integration of multi-agents and visualization capabilities, defining LLM+Vis new standards

### Cost and Observability
- [x] [debugging](https://db-gpt.readthedocs.io/en/latest/getting_started/observability.html)
- [x] [debugging](https://docs.dbgpt.site/docs/application_manual/advanced_tutorial/debugging)
- [ ] Observability
- [ ] cost & budgets

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</a>
</p>

[**English**](README.md)|[**Discord**](https://discord.gg/7uQnPuveTY)|[**文档**](https://db-gpt.readthedocs.io/projects/db-gpt-docs-zh-cn/zh_CN/latest/)|[**微信**](https://github.com/csunny/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)
[**English**](README.md)|[**Discord**](https://discord.gg/7uQnPuveTY)|[**文档**](https://www.yuque.com/eosphoros/dbgpt-docs/bex30nsv60ru0fmx)|[**微信**](https://github.com/csunny/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)
</div>

## DB-GPT 是什么?
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![excel](https://github.com/eosphoros-ai/DB-GPT/assets/13723926/3044e83b-a71e-41fe-a1e2-98e479e0ab59)

#### 根据自然语言对话生成分析图表
<p align="left">
<img src="./assets/chat_excel/chat_excel_6.png" width="800px" />
</p>

<p align="left">
<img src="./assets/dashboard.png" width="800px" />
</p>
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- [**源码安装**](https://www.yuque.com/eosphoros/dbgpt-docs/urh3fcx8tu0s9xmb)
- [**Docker安装**](https://www.yuque.com/eosphoros/dbgpt-docs/glf87qg4xxcyrp89)
- [**Docker Compose安装**](https://www.yuque.com/eosphoros/dbgpt-docs/wwdu11e0v5nkfzin)
- [**产品使用手册**](https://www.yuque.com/eosphoros/dbgpt-docs/tkspdd0tcy2vlnu4)
- [**数据对话**](https://www.yuque.com/eosphoros/dbgpt-docs/gd9hbhi1dextqgbz)
- [**使用手册**](https://www.yuque.com/eosphoros/dbgpt-docs/tkspdd0tcy2vlnu4)
- [**知识库**](https://www.yuque.com/eosphoros/dbgpt-docs/ycyz3d9b62fccqxh)
- [**ChatExcel**](https://www.yuque.com/eosphoros/dbgpt-docs/prugoype0xd2g4bb)
- [**数据对话**](https://www.yuque.com/eosphoros/dbgpt-docs/gd9hbhi1dextqgbz)
- [**Excel对话**](https://www.yuque.com/eosphoros/dbgpt-docs/prugoype0xd2g4bb)
- [**数据库对话**](https://www.yuque.com/eosphoros/dbgpt-docs/wswpv3zcm2c9snmg)
- [**报表分析**](https://www.yuque.com/eosphoros/dbgpt-docs/vsv49p33eg4p5xc1)
- [**插件**](https://www.yuque.com/eosphoros/dbgpt-docs/pom41m7oqtdd57hm)
- [**如何部署模型服务**](https://www.yuque.com/eosphoros/dbgpt-docs/vubxiv9cqed5mc6o)
- [**模型服务部署**](https://www.yuque.com/eosphoros/dbgpt-docs/vubxiv9cqed5mc6o)
- [**单机部署**](https://www.yuque.com/eosphoros/dbgpt-docs/kwg1ed88lu5fgawb)
- [**集群部署**](https://www.yuque.com/eosphoros/dbgpt-docs/gmbp9619ytyn2v1s)
- [**vLLM**](https://www.yuque.com/eosphoros/dbgpt-docs/bhy9igdvanx1uluf)
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围绕大语言模型、Text2SQL数据集、LoRA/QLoRA/Pturning等微调方法构建的自动化微调轻量框架, 让TextSQL微调像流水线一样方便。详见: [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub)

- **Data-Driven Multi-Agents&Plugins**
- **数据驱动的Agents插件**

支持自定义插件执行任务,原生支持Auto-GPT插件模型,Agents协议采用Agent Protocol标准

Expand Down Expand Up @@ -145,7 +141,7 @@ DB-GPT是一个开源的数据库领域大模型框架。目的是构建大模

- **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。

- **Fine-tune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%
- **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微调框架,目标是可以持续基于数据做决策与执行。

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🌐 [AutoDL镜像](https://www.codewithgpu.com/i/eosphoros-ai/DB-GPT/dbgpt)

🌐 [阿里云镜像](http://dbgpt.site/web/#/p/dc4bb97e0bc15302dbf3a5d5571142dd)

🌐 [小程序云部署](https://www.yuque.com/eosphoros/dbgpt-docs/ek12ly8k661tbyn8)

### 多语言切换

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### 多模型使用

[使用指南](https://db-gpt.readthedocs.io/projects/db-gpt-docs-zh-cn/zh_CN/latest/modules/llms.html)
[使用指南](https://www.yuque.com/eosphoros/dbgpt-docs/huzgcf2abzvqy8uv)

# 贡献
> 提交代码前请先执行 `black .`
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### 多模型管理与推理优化
- [x] [集群部署](https://db-gpt.readthedocs.io/en/latest/getting_started/install/cluster/vms/index.html)
- [x] [fastchat支持](https://github.com/lm-sys/FastChat)
- [x] [集群部署](https://www.yuque.com/eosphoros/dbgpt-docs/gmbp9619ytyn2v1s)
- [x] [fastchat支持](https://github.com/lm-sys/FastChat)
- [x] [vLLM 支持](https://db-gpt.readthedocs.io/en/latest/getting_started/install/llm/vllm/vllm.html)
- [x] [vLLM 支持](https://www.yuque.com/eosphoros/dbgpt-docs/bhy9igdvanx1uluf)
- [x] 上层接口兼容Openai
- [ ] 云原生环境与Ray环境支持
- [ ] 注册中心引入nacos
- [ ] 上层接口兼容Openai
- [ ] Embedding模型扩充,优化

### Agents与插件市场
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