devin-ai commited on
Commit
165d3b1
·
verified ·
1 Parent(s): 6ba02f9

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +83 -0
app.py CHANGED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from dotenv import load_dotenv
2
+ load_dotenv()
3
+
4
+ import streamlit as st
5
+ import google.generativeai as genai
6
+ import sqlite3
7
+ import os
8
+
9
+ genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
10
+ model=genai.GenerativeModel('gemini-pro')
11
+
12
+
13
+ #dun to retrieve query from the sql database
14
+
15
+ def read_sql_query(sql,db):
16
+ conn=sqlite3.connect(db)
17
+ cursor=conn.cursor()
18
+ cursor.execute(sql)
19
+ rows=cursor.fetchall()
20
+ conn.commit()
21
+ conn.close()
22
+
23
+ for row in rows:
24
+ print(row)
25
+ return rows
26
+
27
+ # prompt="""
28
+ # you are a professinal sql query expert, i will provide input what i want from database
29
+ # ,you give me the query without quotes are comma or " " double quotes or ```, just give me query
30
+ # """
31
+
32
+
33
+ prompt=[
34
+ """
35
+ You are an expert in converting English questions to SQL query!
36
+ The SQL database has the name STUDENT and has the following columns - NAME, CLASS,
37
+ SECTION \n\nFor example,\nExample 1 - How many entries of records are present?,
38
+ the SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;
39
+ \nExample 2 - Tell me all the students studying in Data Science class?,
40
+ the SQL command will be something like this SELECT * FROM STUDENT
41
+ where CLASS="Data Science";
42
+ \nExample 3-i marks should be greater 40 and atleast 2 person have score above 40 , retrive that class
43
+ the SQL command will be something like this SELECT CLASS FROM STUDENT GROUP BY CLASS HAVING COUNT(*) >= 2 AND AVG(MARKS) > 50;
44
+ \nExample 4-Find the names and marks of students in the Science class who have scored more than 60 marks.
45
+ SQL Command Example: SELECT NAME, MARKS FROM STUDENT WHERE CLASS='Science' AND MARKS > 60;
46
+ \nExample 5-List the classes with the highest average marks.
47
+ SQL Command Example: SELECT CLASS FROM STUDENT GROUP BY CLASS HAVING AVG(MARKS) = (SELECT MAX(AVG(MARKS)) FROM STUDENT GROUP BY CLASS);
48
+
49
+ also the sql code should not have ``` in beginning or end and sql word in output
50
+
51
+ """
52
+
53
+
54
+ ]
55
+
56
+
57
+
58
+ def gemini_sql_query(prompt,input):
59
+ response=model.generate_content([prompt[0],input])
60
+ return response.text
61
+
62
+
63
+ st.set_page_config("chat pdf")
64
+ st.header("chat with pdf using gemini")
65
+
66
+ input=st.text_input("enter the query")
67
+ submit=st.button("submit")
68
+
69
+
70
+
71
+
72
+ if submit:
73
+ query=gemini_sql_query(prompt,input)
74
+ response=read_sql_query(query,"student.db")
75
+ print(query)
76
+ st.header("response")
77
+ for row in response:
78
+ # Convert integers to strings
79
+ values = [str(value) for value in row]
80
+ # Write the values to the Streamlit component
81
+ st.write(*values)
82
+
83
+