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TEXT TO SQL GENERATOR

This repository contains a Text-to-SQL model application that ussing Google Gemini Pro and Streamlit.

It fetches data from a Snowflake database. The application allows users to input natural language queries, which are then converted into SQL queries and executed against a Snowflake database. The results are displayed in a user-friendly interface powered by Streamlit.

Features

  • Natural Language to SQL Conversion: Converts user input from plain English to SQL queries.

  • Google API Integration: Utilizes Google APIs for enhanced processing capabilities.

  • Snowflake Data Fetching: Connects to a Snowflake data warehouse to execute SQL queries and fetch results.

  • Streamlit Interface: Provides an intuitive and interactive user interface for input and result display.

Run Locally

Clone the project

  git clone https://github.com/AayushhGoyal/text_tosql.git

Go to the project directory

  cd text_tosql

Install dependencies

  pip install -r requirements.txt

Start the server

  streamlit run app.py

Environment Variables

To run this project, you will need to add the following environment variables to your .env file

API_KEY

SNOWFLAKE_USER=AYUSHG28 SNOWFLAKE_PASSWORD=Ayush@2003 SNOWFLAKE_WAREHOUSE=COMPUTE_WH SNOWFLAKE_ROLE=ACCOUNTADMIN SNOWFLAKE_DATABASE=FINANCIAL__ECONOMIC_ESSENTIALS SNOWFLAKE_ACCOUNT=bxotize-ht12968 GOOGLE_API_KEY="AIzaSyDey7S32FUaJ-4OYuV7RJzLD7lbKwVf8iA"

Demo

Here's a demo video

https://drive.google.com/file/d/18a7MMk8B0s_T6yMrWqmnPsxWTpJUeKu2/view?usp=sharing

In this table you can access

  • C_CUSTKEY
  • C_NAME
  • C_ADDRESS
  • C_NATIONKEY
  • C_PHONE
  • C_ACCTBAL
  • C_MKTSEGMENT
  • C_COMMENT
  • L_ORDERKEY
  • L_PARTKEY
  • L_SUPPKEY
  • L_LINENUMBER
  • L_QUANTITY
  • L_EXTENDEDPRICE
  • L_DISCOUNT
  • L_TAX
  • L_RETURNFLAG
  • L_LINESTATUS
  • L_SHIPDATE
  • L_COMMITDATE
  • L_RECEIPTDATE
  • L_SHIPINSTRUCT
  • L_SHIPMODE
  • L_COMMENT
  • N_NATIONKEY
  • N_NAME
  • N_REGIONKEY
  • N_COMMENT
  • O_ORDERKEY
  • O_CUSTKEY
  • O_ORDERSTATUS
  • O_TOTALPRICE
  • O_ORDERDATE
  • O_ORDERPRIORITY
  • O_CLERK
  • O_SHIPPRIORITY
  • O_COMMENT
  • P_PARTKEY
  • P_NAME
  • P_MFGR
  • P_BRAND
  • P_TYPE
  • P_SIZE
  • P_CONTAINER
  • P_RETAILPRICE
  • P_COMMENT
  • PS_PARTKEY
  • PS_SUPPKEY
  • PS_AVAILQTY
  • PS_SUPPLYCOST
  • PS_COMMENT
  • R_REGIONKEY
  • R_NAME
  • R_COMMENT
  • S_SUPPKEY
  • S_NAME
  • S_ADDRESS
  • S_NATIONKEY
  • S_PHONE
  • S_ACCTBAL
  • S_COMMENT]

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