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from dotenv import load_dotenv | |
import os | |
import streamlit as st | |
import sqlite3 | |
import google.generativeai as genai | |
import time | |
st.set_page_config(page_title = "Retrieve SQL query using text") | |
os.environ['GOOGLE_API_KEY'] = "AIzaSyCaW7JGGWjiBRvq2DGl9uTIrptH7FzhFh8" | |
load_dotenv() | |
genai.configure() | |
def get_gemini_response(question, prompt): | |
model = genai.GenerativeModel('gemini-pro') | |
response = model.generate_content([prompt[0], question]) | |
return response.text | |
def read_and_execute_sql_query(sql, db): | |
connection = sqlite3.connect(db) | |
cursor = connection.cursor() | |
cursor.execute(sql) | |
rows = cursor.fetchall() | |
connection.commit() | |
connection.close() | |
for row in rows: | |
print(row) | |
return rows | |
prompt = [ | |
""" | |
You are in expert in converting English questions to SQL code! | |
The SQL database has the name STUDENT.db and the table name is STUDENT and has the following columns - NAME, CLASS, SECTION \n\n | |
For example, \nExample 1 - How many entries of records are present?, the SQL command will be something | |
like this SELECT COUNT(*) FROM STUDENT; \nExample 2 - Tell me all the students studying in DS class? the SQL command | |
will be something like this SELECT * FROM STUDENT where CLASS = 'DS'; | |
also the sql code should not have ''' in beginning or end and sql word in output | |
""" | |
] | |
#Streamlit app | |
st.header("Gemini app to retrieve SQL data using text") | |
question = st.text_input("Input : ", key = "input") | |
submit = st.button("Ask the question") | |
if submit: | |
response = get_gemini_response(question, prompt) | |
response = read_and_execute_sql_query(response, "STUDENT.db") | |
st.subheader("Response : ") | |
for row in response: | |
print(row) | |
st.write(row) | |