text-to-sql

Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.

🤖 Open-source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, dashboards and BI. 📈📊📋🧑‍💻

Chat-based SQL Client and Editor for the next decade

Interact with your SQL database, Natural Language to SQL using LLMs

Curated tutorials and resources for Large Language Models, Text2SQL, Text2DSL、Text2API、Text2Vis and more.

A repository that contains models, datasets, and fine-tuning techniques for DB-GPT, with the purpose of enhancing model performance in Text-to-SQL

This is a continuously updated handbook for readers to easily track the latest NL2SQL (Text-to-SQL) techniques in the literature and provide practical guidance for researchers and practitioners. If we missed any interesting work, feel free to contact us.

Multiple paper open-source codes of the Microsoft Research Asia DKI group

MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GPT-4 and Llama 2, it enables natural language queries. Supports ChromaDB and Faiss for context-aware responses.

End-to-End Local-First Text-to-SQL Pipelines

Synthesizing High-quality Text-to-SQL Data at Scale. SynSQL-2.5M is the first million-scale cross-domain text-to-SQL dataset.

Translating natural language questions to a structured query language

Make sense of it all. Semantic data modeling and analytics with a sprinkle of AI. https://totalhack.github.io/zillion/

Efficient, consistent and secure library for querying structured data with natural language

A solution guidance for Generative BI using Amazon Bedrock, Amazon OpenSearch with RAG

[ACL 2021] This is the project containing source codes and pre-trained models about ACL2021 Long Paper ``LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations".

Official repository for the paper “The Dawn of Natural Language to SQL: Are We Fully Ready?” (VLDB'24)

This repository is intended for those looking to dive deep on advanced Text-to-SQL concepts.

RSL-SQL: Robust Schema Linking in Text-to-SQL Generation