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app.py
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app.py
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from dotenv import load_dotenv
import streamlit as st
import os
import sqlite3
import google.generativeai as genai
load_dotenv()
# Config Genai API key
genai.configure(api_key=os.getenv('GOOGLE_API_KEY'))
# Function to load Google Gemini Model and provide queries as response
def get_gemini_response(question,prompt):
model=genai.GenerativeModel('gemini-pro')
response=model.generate_content([prompt[0],question])
# print(response)
return response.text
# function to retrieve query from the database
def read_sql_query(sql,db):
conn=sqlite3.connect(db)
cur=conn.cursor()
cur.execute(sql)
# print("Executing SQL:", sql)
rows=cur.fetchall()
# print(rows)
for row in rows:
print("Row:", row) # Debugging line
# conn.commit()
conn.close()
return rows
# Most important step:Defining the prompt.
prompt=["""
You are an expert in converting English questions to SQL query!
The SQL database has the name STUDENT and has following columns- NAME, CLASS, SECTION \n\n For example 1-How many entries are present?
the SQL command will be like this SELECT COUNT(*) FROM STUDENT;
\n Example 2- Tell me the students studying in Data Science class?,
the SQL command will be something like this SELECT * FROM STUDENT WHERE CLASS='DATA SCIENCE';
also the sql code should not have ``` in the beginning or end and sql word in the output
"""]
# Streamlit App
st.set_page_config(page_title="I can Retrieve Any SQL query")
st.header("Gemini App to Retrieve the SQL Data")
question=st.text_input('Input:',key='input')
submit=st.button("Ask the question")
# if submit is clicked
if submit and question:
data=get_gemini_response(question,prompt)
# print(data)
response=read_sql_query(data,"C:\\Users\\hp\\OneDrive\\Desktop\\CODES\\PROJECTS\\TEXT-TO-SQL\\student.db")
st.subheader("The response is:")
# print(response)
for row in response:
st.write(row)
# st.header(row)