vanna
SQL generator
Generates SQL queries based on natural language input using Large Language Models (LLMs) and vector databases.
🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
12k stars
96 watching
1k forks
Language: Python
last commit: 5 months ago
Linked from 1 awesome list
agentaidata-visualizationdatabasellmragsqltext-to-sql
ethicalml/awesome-production-machine-learningRelated projects:
| Repository | Description | Stars |
|---|---|---|
 sqlalchemy/sqlalchemy | A powerful library providing an object-relational mapping system to interact with databases in a Pythonic way. | 9,807 |
 duckdb/duckdb | A high-performance analytical database system with support for complex queries and extensions to standard SQL. | 25,034 |
 weaviate/verba | An end-to-end chatbot application utilizing Retrieval-Augmented Generation (RAG) for querying and interacting with data | 6,489 |
 sqlfluff/sqlfluff | A tool that analyzes and formats SQL code to improve readability and quality. | 8,349 |
 tobymao/sqlglot | A comprehensive Python library for parsing and transpiling various SQL dialects to ensure compatibility and correctness. | 6,866 |
 llmware-ai/llmware | A framework for building enterprise LLM-based applications using small, specialized models | 8,303 |
 deepset-ai/haystack | An AI orchestration framework to build customizable LLM applications with advanced retrieval methods. | 18,094 |
 ponyorm/pony | An object-relational mapper that allows Python developers to write database queries using Python code | 3,665 |
 whyhow-ai/rule-based-retrieval | A Python package that enables the creation and management of Retrieval Augmented Generation applications with filtering capabilities. | 229 |
 neuml/txtai | An all-in-one embeddings database for semantic search, LLM orchestration and language model workflows | 9,709 |
 eth-sri/lmql | A language that enables efficient and constraint-guided programming with large language models | 3,731 |
 encode/databases | An asynchronous Python library providing support for querying multiple databases using SQLAlchemy core expressions. | 3,853 |
 ml-tooling/opyrator | Automates conversion of machine learning code into production-ready microservices with web API and GUI. | 3,116 |
 clips/pattern | A comprehensive Python module for web mining and analysis of text data. | 8,758 |
 quivrhq/quivr | An AI-powered personal assistant framework that integrates various natural language models and databases to provide fast and efficient answers. | 36,913 |