eZsql

eZsql

Natural language to SQL query generation using an open-source LLM and retrieval-augmented generation.

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Built at Hacklytics 2024
Major League Hacking: Best AI Application Built with Cloudflare

Created on 11th February 2024

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eZsql

eZsql

Natural language to SQL query generation using an open-source LLM and retrieval-augmented generation.

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The problem eZsql solves

Enables anyone to interact with a SQL database by allowing natural language to be turned into SQL queries. Utilizes an open source LLM to ensure open and democratic usage. Additionally, eZsql optimizes the output using retrieval-augmented generation to enhance accuracy and generate specific responses.

Challenges we ran into

We faced many challenges getting a llm to run locally on the limited hardware we have available. We instead are utilizing Cloudflare Workers AI to gain access to powerful models with limited compute overhead.

Tracks Applied (6)

Elevance Healthcare Track

Our project targets the Elevance Healthcare challenge of: Build Text-to-SQL translation using generative AI. We utilize ...Read More
Carelon

Carelon

Best Use of MongoDB Atlas

eZsql leverages MongoDB Atlas to cache user queries and enable faster retrieval of previously generated SQL queries. By ...Read More
Major League Hacking

Major League Hacking

Best Use of Taipy

eZsql utilizes Taipy to easily build our full stack web application and spend more time focusing on actual functionality...Read More
Major League Hacking

Major League Hacking

Best AI Application Built with Cloudflare

eZsql leverages Cloudflare in several key ways, most importantly through the Workers AI, but also with Tunnel and DNS. F...Read More
Major League Hacking

Major League Hacking

Best Tech Domain Name

Our tech domain is a play on words: ez-sql and e2sql. Our project allows anyone to easily create SQL queries by allowing...Read More
Major League Hacking

Major League Hacking

Generative AI - Presented By Microsoft

Our project harnesses the power of open-source Generative AI to enable anyone to make SQL queries. We turn English reque...Read More

Technologies used

Python

MongoDB Atlas

CloudFlare Workers

LLM

taipy

CodeLLAMA

Discussion

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