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devopscloudram/AIZomato

sourceHugging Faceupdated 2y agoView on Hugging Face
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app.py70 linesDownload Raw Back to root
1from dotenv import load_dotenv2load_dotenv() ## load all the environemnt variables3 4import streamlit as st5import os6import sqlite37import pandas as pd8 9import google.generativeai as genai10## Configure Genai Key11 12genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))13 14## Function To Load Google Gemini Model and provide queries as response15 16def get_gemini_response(question,prompt):17    model=genai.GenerativeModel('gemini-pro')18    response=model.generate_content([prompt[0],question])19    return response.text20 21## Fucntion To retrieve query from the database22 23def read_sql_query(sql,db):24    conn=sqlite3.connect(db)25    cur=conn.cursor()26    cur.execute(sql)27    rows=cur.fetchall()28    conn.commit()29    conn.close()30    for row in rows:31        print(row)32    return rows33 34## Define Your Prompt35prompt=[36    """37    You are an expert in converting English questions to SQL query!38    The SQL database has the name ZomatoSales and has the following columns - 39	OrderID,OrderDate,CustomerName,RestaurantName,TotalAmount,PaymentMethod,40    SECTION \n\nFor example,\nExample 1 - How many entries of records are present?, 41    the SQL command will be something like this SELECT COUNT(*) FROM ZomatoSales ;42    \nExample 2 - Tell me all the CustomerName who bought orders using cash, 43    the SQL command will be something like this SELECT * FROM ZomatoSales, 44    where PaymentMethod="Cash"; 45    also the sql code should not have ``` in beginning or end and sql word in output46 47    """48]49 50## Streamlit App51 52st.set_page_config(page_title="I can report Zomato Sales")53st.header("Ramz GenAI App - Zomato Sales")54 55question=st.text_input("Type which sale info you want?: ",key="input")56 57submit=st.button("Ask the question :question:")58 59# if submit is clicked60if submit:61    response=get_gemini_response(question,prompt)62    print(response)63    response=read_sql_query(response,"zomatoSales.db")64    st.subheader("The Response is")65    df = pd.DataFrame(response)66#    print(df)67    st.write(df) 68#for row in response:69#       print(row)70#       st.header(row)