File size: 2,032 Bytes
cc77ed1 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 |
from dotenv import load_dotenv
load_dotenv() ## load all the environemnt 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
## Fucntion 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()
#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 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 CLASS="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)
#print(response)
st.subheader("Generated SQL Query")
st.code(response, language='sql')
data=read_sql_query(response,"company.db")
st.subheader("The Response is")
for row in data:
#print(row)
st.write(row)
|