GowriHarikrishnan/Text2SQL_Basics

1import streamlit as st2import os3import sqlite34 5import google.generativeai as genai6 7##Configure our api key8# genai.configure(api_key = os.getenv("GOOGLE_API_KEY"))9genai.configure(api_key = st.secrets["GOOGLE_API_KEY"])10 11#Function to Load Gemini model and provide query as the response12def get_gemini_response(question, prompt):13    model = genai.GenerativeModel('gemini-pro')14    response = model.generate_content([prompt[0], question])15    return response.text16 17#Function to retrieve query from the SQL db18def read_sql_query(sql, db):19    conn = sqlite3.connect(db)20    cur = conn.cursor()21    cur.execute(sql)22    rows = cur.fetchall()23    conn.commit()24    conn.close()25    for row in rows:26        print(row)27    return rows28 29#Defining Prompt30prompt = [31    """32    You are an expert in converting English questions to SQL query!33    The SQL database has the name RETAIL and has the following columns - PR_ID, PR_SUB_CAT, 34    PR_CAT, DATE, SALES \n\nFor example,\nExample 1 - How many entries of records are present?, 35    the SQL command will be something like this SELECT COUNT(*) FROM RETAIL ;36    \nExample 2 - Tell me the number of products in VEGETABLES sub category?, 37    the SQL command will be something like this SELECT COUNT(DISTINCT PR_ID) FROM RETAIL 38    where PR_SUB_CAT="Vegetables"; 39    also the sql code should not have ``` in beginning or end and sql word in output40 41    """42]43 44#Create an streamlit app45st.set_page_config(page_title="Retrieve Any SQL query")46st.header("App To Retrieve SQL Data from Natural Language queries")47 48question=st.text_input("Input: ",key="input")49 50submit=st.button("Ask the question")51 52# if submit is clicked53if submit:54    response=get_gemini_response(question,prompt)55    print(response)56    response=read_sql_query(response,"retail.db")57    st.subheader("The Response is")58    for row in response:59        print(row)60        st.header(row)