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https://github.com/kyaukyuai/chatduck
🐤 chatDuck - chatting with your DuckDB
https://github.com/kyaukyuai/chatduck
chromadb duckdb openai streamlit
Last synced: about 1 month ago
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🐤 chatDuck - chatting with your DuckDB
- Host: GitHub
- URL: https://github.com/kyaukyuai/chatduck
- Owner: kyaukyuai
- Created: 2023-11-23T23:53:13.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2024-12-25T16:30:19.000Z (about 1 month ago)
- Last Synced: 2024-12-25T16:51:27.606Z (about 1 month ago)
- Topics: chromadb, duckdb, openai, streamlit
- Language: Python
- Homepage: https://chat-duck.streamlit.app/
- Size: 41.8 MB
- Stars: 7
- Watchers: 3
- Forks: 3
- Open Issues: 11
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
🐤 chatDuck - chatting with your DuckDB
This application is a straightforward tool that enables users to interact with their DuckDB through natural language queries.
It serves as a gateway to the 'Modern Data Stack in a Box with LLM' concept,
it is intended to be used in conjunction with [Modern Data Stack in a box with dbt-duckdb and Apache Superset](https://github.com/kyaukyuai/jaffle_shop_duckdb_superset).
Developed using [Streamlit](https://streamlit.io/), [DuckDB](https://duckdb.org/), [ChromaDB](https://www.trychroma.com/), [LangChain](https://www.langchain.com/), and [OpenAI](https://openai.com/).
https://github.com/kyaukyuai/chatDuck/assets/1140707/ac2c77fe-c9b9-4b11-a3da-10b53521c060
## Table of Contents
- [🚀 'Modern Data Stack in a Box with LLM' concept](#concept)
- [🌟 Features](#features)
- [🛠️ Getting Started](#getting-started)
- [🤝 Special Thanks](#special-thanks)
## Concept
It serves as a gateway to the 'Modern Data Stack in a Box with LLM' concept,
it is intended to be used in conjunction with [Modern Data Stack in a box with dbt-duckdb and Apache Superset](https://github.com/kyaukyuai/jaffle_shop_duckdb_superset).
## Features
- **Conversational AI**: Harnesses ChatGPT to translate natural language into precise SQL queries.
- **Conversational Memory**: Retains context for interactive, dynamic responses.
- **DuckDB Integration**: Offers seamless, real-time data insights straight from your DuckDB.
- **Self-healing SQL**: Proactively suggests solutions for SQL errors, streamlining data access.
## Getting Started
1. Set up your `OPENAI_API_KEY` and `DUCKDB_DATABASE` in `.streamlit/secrets.toml`.
2. To run the application, use the following command:
```bash
make run
```
3. Access the application in your web browser at http://localhost:8501.
## Special Thanks
- [Modern Data Stack in a Box with DuckDB](https://duckdb.org/2022/10/12/modern-data-stack-in-a-box.html)
- [kaarthik108/snowChat](https://github.com/kaarthik108/snowChat)