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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 |