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. 📈📊📋🧑💻
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
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/
Synthesizing High-quality Text-to-SQL Data at Scale. SynSQL-2.5M is the first million-scale cross-domain text-to-SQL dataset.
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".
This repository is intended for those looking to dive deep on advanced Text-to-SQL concepts.
Official repository for the paper “The Dawn of Natural Language to SQL: Are We Fully Ready?” (VLDB'24)
RSL-SQL: Robust Schema Linking in Text-to-SQL Generation
Add a description, image, and links to the text-to-sql topic page so that developers can more easily learn about it.
To associate your repository with the text-to-sql topic, visit your repo's landing page and select "manage topics."