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from dotenv import load_dotenv
load_dotenv()
import streamlit as st
import google.generativeai as genai
import sqlite3
import os
genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
model=genai.GenerativeModel('gemini-pro')
#dun to retrieve query from the sql database
def read_sql_query(sql,db):
conn=sqlite3.connect(db)
cursor=conn.cursor()
cursor.execute(sql)
rows=cursor.fetchall()
conn.commit()
conn.close()
for row in rows:
print(row)
return rows
# prompt="""
# you are a professinal sql query expert, i will provide input what i want from database
# ,you give me the query without quotes are comma or " " double quotes or ```, just give me query
# """
prompt=[
"""
You are an expert in converting English questions to SQL query!
The SQL database has the name STUDENT and has the following columns - NAME, CLASS,
SECTION \n\nFor example,\nExample 1 - How many entries of records are present?,
the SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;
\nExample 2 - Tell me all the students studying in Data Science class?,
the SQL command will be something like this SELECT * FROM STUDENT
where CLASS="Data Science";
\nExample 3-i marks should be greater 40 and atleast 2 person have score above 40 , retrive that class
the SQL command will be something like this SELECT CLASS FROM STUDENT GROUP BY CLASS HAVING COUNT(*) >= 2 AND AVG(MARKS) > 50;
\nExample 4-Find the names and marks of students in the Science class who have scored more than 60 marks.
SQL Command Example: SELECT NAME, MARKS FROM STUDENT WHERE CLASS='Science' AND MARKS > 60;
\nExample 5-List the classes with the highest average marks.
SQL Command Example: SELECT CLASS FROM STUDENT GROUP BY CLASS HAVING AVG(MARKS) = (SELECT MAX(AVG(MARKS)) FROM STUDENT GROUP BY CLASS);
also the sql code should not have ``` in beginning or end and sql word in output
"""
]
def gemini_sql_query(prompt,input):
response=model.generate_content([prompt[0],input])
return response.text
st.set_page_config("chat pdf")
st.header("chat with pdf using gemini")
input=st.text_input("enter the query")
submit=st.button("submit")
if submit:
query=gemini_sql_query(prompt,input)
response=read_sql_query(query,"student.db")
print(query)
st.header("response")
for row in response:
# Convert integers to strings
values = [str(value) for value in row]
# Write the values to the Streamlit component
st.write(*values)
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