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from dotenv import load_dotenv | |
load_dotenv() # Load all the environment 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 and provide queries as response | |
def get_gemini_response(question, prompt): | |
model = genai.GenerativeModel('gemini-pro') | |
response = model.generate_content([prompt[0], question]) | |
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) | |
rows = cur.fetchall() | |
conn.commit() | |
conn.close() | |
return rows | |
# Define Your Prompt | |
prompt = [ | |
""" | |
You are an expert in converting English questions to SQL query! | |
The SQL database has the name COMPANY and has the following columns - FIRST_NAME, LAST_NAME, DEPT, | |
SALARY, AGE \n\nFor example,\nExample 1 - How many entries of records are present?, | |
the SQL command will be something like this SELECT COUNT(*) FROM COMPANY ; | |
\nExample 2 - Tell me all the students studying in Data Science class?, | |
the SQL command will be something like this SELECT * FROM COMPANY | |
where DEPT="Data Science"; | |
also the sql code should not have ``` in beginning or end and sql word in output | |
""" | |
] | |
# Streamlit App | |
st.set_page_config(page_title="Retrieve Any SQL query") | |
st.header("App To Generate SQL & Data") | |
question = st.text_input("Input: ", key="input") | |
submit = st.button("Ask the question") | |
# if submit is clicked | |
if submit: | |
response = get_gemini_response(question, prompt) | |
st.subheader("Generated SQL Query") | |
st.code(response, language='sql') | |
try: | |
data = read_sql_query(response, "COMPANY.db") | |
st.subheader("The Response is") | |
for row in data: | |
st.write(row) | |
except sqlite3.Error as e: | |
st.error(f"Error: {e}") | |