Awesome AI Agents › LLM-Powered Platforms

eosphoros-ai/DB-GPT

⭐ 19946 Python repository created 2023-04-13

DB-GPT is an open-source AI native data application development framework designed to simplify and enhance the creation of data-driven applications using large language models and databases. It incorporates AWEL (Agentic Workflow Expression Language) and a multi-agent system to orchestrate complex workflows and decision-making processes. The framework aims to provide a comprehensive infrastructure for enterprises and developers to build bespoke applications with minimal coding, leveraging advanced capabilities such as multi-model management, Text2SQL optimization, and retrieval-augmented generation (RAG). The architecture of DB-GPT includes several core components: RAG for building knowledge-based applications, Generative Business Intelligence (GBI) for enterprise report analysis and business insights, a fine-tuning framework for adapting models to specific domains with high accuracy, a data-driven multi-agent framework for autonomous decision-making, and a data factory for cleaning and processing trustworthy knowledge and data. It supports integration with various data sources to connect production business data seamlessly. DB-GPT also features submodules like DB-GPT-Hub for high-performance Text-to-SQL workflows using supervised fine-tuning on large language models, and dbgpts, which contains data apps, AWEL operators, workflow templates, and agents built on the DB-GPT framework. The project supports fine-tuning for multiple large language models including LLaMA, BLOOM, Falcon, Baichuan, InternLM, Qwen, and ChatGLM2. The framework is designed for the Data 3.0 era, enabling enterprises to leverage AI and data models to create customized applications efficiently. It offers extensive documentation, tutorials, and community support through Discord and Slack. DB-GPT is suitable for building private domain Q&A systems, data processing applications, and other AI-native data apps, making it a versatile tool for modern AI and data integration needs.

https://github.com/eosphoros-ai/DB-GPT

agentic-workflow-expression-languageagentsai-native-data-appawelbgidata-3.0data-drivendata-factorydata-processingdata-sources-integrationdatabasedeepseekenterprise-applicationsfine-tuning-frameworkgenerative-business-intelligencegptgpt-4hacktoberfestknowledge-based-applicationslarge-language-modelsllmmulti-agents-frameworkmulti-model-managementprivateprivate-domain-q&aragrag-frameworksecuritysupervised-fine-tuningtext-to-sqltext2sql-optimizationvicuna