Adroit10/Text_to_SQL_GenAI
0
1from dotenv import load_dotenv2load_dotenv() # load all environment vars3 4import streamlit as st5import os6import sqlite37 8import google.generativeai as genai9 10genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))11 12## Function to load Google Gemini Model and provide queries as response13 14def get_gemini_response(question,prompt):15 model=genai.GenerativeModel('gemini-pro')16 response=model.generate_content([prompt[0],question])17 return response.text18 19## function to retrieve query from database20 21def read_sql_query(sql,db):22 conn=sqlite3.connect(db)23 cur=conn.cursor()24 cur.execute(sql)25 rows=cur.fetchall()26 conn.commit()27 conn.close()28 for row in rows:29 print(row)30 return rows31 32## Define Your Prompt33prompt=[34 """35 You are an expert in converting English questions to SQL query!36 The SQL database has the name STUDENT and has the following columns - NAME, CLASS, 37 SECTION \n\nFor example,\nExample 1 - How many entries of records are present?, 38 the SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;39 \nExample 2 - Tell me all the students studying in Data Science class?, 40 the SQL command will be something like this SELECT * FROM STUDENT 41 where CLASS="Data Science"; 42 also the sql code should not have ``` in beginning or end and sql word in output43 44 """45]46 47## Streamlit app48 49st.set_page_config(page_title="I can retrieve any SQL ")50st.header("Gemini App to retrieve SQL Data")51 52question=st.text_input("Input: ",key="input")53submit=st.button("Ask the question")54 55if submit:56 response=get_gemini_response(question,prompt)57 print(response)58 response=read_sql_query(response,"student.db")59 st.subheader("The response is")60 for row in response:61 print(row)62 st.header(row)63 