Skip to content

Arya920/Natural_Language_To_SQL_Queries

Repository files navigation

title Streanlit GEMMA 2B & Deepseek Coder 1.3B
emoji 📉
colorFrom gray
colorTo gray
sdk streamlit
sdk_version 1.31.1
app_file app.py
run_code streamlit run app.py
pinned false
license Apache 2.0

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

Speak2SQl

This web app is built to convert the natural language to sql queries. It is powered by 2 state of the art Transformer model,

  • GEMMA 2B
  • Deepseek Coder 1.3B

Both the models are fine tuned over 3000 rows and have been tested againest 100 seperate rows. The evaluation metrics used for evaluating these models are ~

  • BLEU SCORE
  • SCAR BLEU SCORE
  • EM RATIO

Here BLEU SCORE considers the ngram probability and checks that if the predicted text matches with the actual text over n-gram, whereas EM Ratio checks that the predicted query exactly matches with the actual query or not.

About

The task of this project is to Convert Natural Language to SQL Queries

Topics

Resources

Stars

1 star

Watchers

1 watching

Forks

Releases

No releases published

Packages

 
 
 

Contributors