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from dotenv import load_dotenv
load_dotenv() # load all the envireonment variables
import streamlit as st
import os
import sqlite3
import google.generativeai as genai
# Configure genai key
genai.configure(api_key = os.getenv("GOOGLE_API_KEY"))
# Function to load google gemini model
def get_gemini_response(question, prompt):
model = genai.GenerativeModel("gemini-pro")
response = model.generate_content([prompt, question])
return response.text
# Function to retrieve query from database
def read_sql_query(query, db):
conn = sqlite3.connect(db)
cur = conn.cursor()
cur.execute(query)
rows = cur.fetchall()
conn.commit() #Imp
conn.close()
for row in rows:
print(row)
return rows
# Define your prompt
prompt = [
"""
You are an expert in converting English questions to SQL query!
The SQL database has the name STUDENT and has the following columns - NAME, CLASS, SECTIOn \n\n
For Example: \n
Example1 - How many entires of records are present?, the SQL command will be something like this
SELECT COUNT(*) FROM STUDENT;
also all the sql code should not have ''' in the begining or end and sql word in output. \n
Exmaple2 - tell me all the students study in Data Science class, the SQL command will be something like this
SELECT * FROM STUDENT where CLASS = "Data Science";
also all the sql code should not have ''' in the begining or end and sql word in output. \n
"""
]
# Strealit app
st.set_page_config(page_title = "I can retreive any SQL query")
st.header("Gemini App to Retrieve SQL Data")
question = st.text_input("Input: ", key="input")
submit = st.button("Ask the question")
# if submit is clicked
if submit:
resp = get_gemini_response(question=question , prompt=prompt[0])
print(resp)
response = read_sql_query(query = resp, db="student.db")
st.subheader("The Response is")
for row in response:
print(row)
st.header(row)
# Can you provide a list of students categorized as "first class" if their marks are greater than 60 and
# categorized as "second class" if their marks are lesser than 60
# Give me the 2nd last ranker name in terms of marks