KenanKhan/Text-To-SQL-GenerativeAI
0
1from dotenv import load_dotenv
2load_dotenv() ## load all env vars
3
4import streamlit as st
5import os
6import sqlite3
7
8import google.generativeai as genai
9
10genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
11
12## load Gemini
13def get_gemini_response(question,prompt):
14 model=genai.GenerativeModel('gemini-pro')
15 response=model.generate_content([prompt[0],question])
16 return response.text
17
18## function to retrieve query
19def read_sql_query(sql,db):
20 conn=sqlite3.connect(db)
21 cur=conn.cursor()
22 cur.execute(sql)
23 rows=cur.fetchall()
24 conn.commit()
25 conn.close()
26 for row in rows:
27 print(row)
28 return rows
29
30## Define prompt
31prompt=[
32 """
33 You are an expert in converting English questions to SQL query!
34 The SQL database has the name STUDENT and has the following columns - NAME, CLASS,
35 SECTION \n\nFor example,\nExample 1 - How many entries of records are present?,
36 the SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;
37 \nExample 2 - Tell me all the students studying in Data Science class?,
38 the SQL command will be something like this SELECT * FROM STUDENT
39 where CLASS="Data Science";
40 also the sql code should not have ``` in beginning or end and sql word in output
41 """
42]
43
44## streamlit
45st.set_page_config(page_title="I can Retrieve Any SQL query")
46st.header("Gemini App To Retrieve SQL Data")
47
48question=st.text_input("Input: ",key="input")
49
50submit=st.button("Ask the question")
51
52## submit
53if submit:
54 response=get_gemini_response(question, prompt)
55 print(response)
56 response=read_sql_query(response, "student.db")
57 st.subheader("The Response is")
58 for row in response:
59 print(row)
60 st.header(row)\
61
62## tell me the student name in the Data Science class
63## tell me the class of the Krish and Gonzo
64## tell me the student name from section B
65## tell me the student whose marks are greater than 90
66## tell me the student names based on marks rank
67## streamlit run sql.py