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docs: overview update & fix reference addr (#1263)
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@ -131,7 +131,7 @@ As of October 10, 2023, through the fine-tuning of an open-source model with 13
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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/awel/get_started)
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- [AWEL](https://docs.dbgpt.site/docs/latest/awel/tutorial)
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## Features
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@ -123,7 +123,7 @@ END;
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- BranchOperator
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- InputOperator
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- TriggerOperator
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- ** Stream Operators**
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- **Stream Operators**
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- StreamifyAbsOperator
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- UnstreamifyAbsOperator
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- TransformStreamAbsOperator
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@ -3,14 +3,13 @@ sidebar_position: 0
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---
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# Overview
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DB-GPT is an **open-source framework for large language models(LLMs) in the databases fields**. It's purpose is to build infrastructure for the domain of large language models, making it easier and more convenient to develop applications around databases by developing various technical capabilities such as:
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- **SMMF(Service-oriented Multi-model Management Framework)**
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- **Text2SQL Fine-tuning**
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- **RAG(Retrieval Augmented Generation) Framework and Optimization**
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- **Data-Driven Agents Framework Collaboration**
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🤖 **DB-GPT is an open source AI native data app development framework with AWEL(Agentic Workflow Expression Language) and agents**.
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In the Data 3.0 era, enterprises/developers can build their own exclusive applications with less code based on LLMs and databases.
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The purpose is to build infrastructure in the field of large models, through the development of multiple technical capabilities such as multi-model management (SMMF), Text2SQL effect optimization, RAG framework and optimization, Multi-Agents framework collaboration, AWEL (agent workflow orchestration), etc. Which makes large model applications with data simpler and more convenient.
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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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<p align="left">
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<img src={'/img/dbgpt.png'} width="680px" />
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@ -47,12 +46,16 @@ In the Data 3.0 era, enterprises/developers can build their own exclusive applic
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| terminology | Description |
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|----------------------|---------------------------------------------------------------|
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| <center> `DB-GPT` </center>| DataBase Generative Pre-trained Transformer, an open source framework around databases and large language models |
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|<center> `Data App` </center> | an intelligent Data application built on DB-GPT. |
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| <center> `Text2SQL/NL2SQL` </center> | Text to SQL uses large language model capabilities to generate SQL statements based on natural language, or provide explanations based on SQL statements |
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| <center>`KBQA` </center> | Knowledge-Based Q&A system |
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| <center>`GBI` </center> | Generative Business Intelligence, based on large language models and data analysis, provides business intelligence analysis and decision-making through dialogue |
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| <center>`LLMOps` </center> | A large language model operation framework that provides a standard end-to-end workflow for training, tuning, deploying, and monitoring LLM to accelerate application deployment of generated AI models |
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|<center> `Embedding` </center> | Methods to convert text, audio, video and other materials into vectors |
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|<center> `RAG` </center>| Retrieval Augmented Generation |
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|<center> `AWEL` </center> | Agentic Workflow Expression Language, intelligent Workflow Expression Language
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|<center> `AWEL Flow` </center> | workflow orchestration using the intelligent workflow Expression Language
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|<center> `SMMF` </center> | a service-oriented multi-model management framework.
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## Use Cases
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