Upload 3 files
Browse files- app.py +64 -0
- requirements.txt +3 -0
- sqlite.py +31 -0
app.py
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from dotenv import load_dotenv
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load_dotenv()
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import streamlit as st
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import os
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import sqlite3
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import google.generativeai as genai
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## Configure Genai key
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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## Function to load Google Gemini model
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def get_gemini_response(question, prompt):
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model=genai.GenerativeModel('gemini-pro')
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response=model.generate_content([prompt[0],question])
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return response.text
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## Function to retrieve query from the database
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def read_sql_query(sql, db):
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conn=sqlite3.connect(db)
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cur=conn.cursor()
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cur.execute(sql)
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rows=cur.fetchall()
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conn.commit()
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conn.close()
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for row in rows:
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print(row)
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return rows
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## Define Your prompt
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prompt=[
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"""
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You are an expert in converting English questions to SQL query.
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The SQL database has the name STUDENT and has the following columns - NAME, CLASS, SECTION \n\n
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For example, \nExample1 - How many entries of records are present?,
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The SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;
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\nExample 2 - Tell me all the students studying in Data Science class?,
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the SQL command will be something like this SELECT * FROM STUDENT where CLASS="Data Science" ;
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also the sql code should not have ``` in beginning or end and sql word in output
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"""
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]
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## Streamlit app
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st.set_page_config(page_title="I can Retreive Any SQL query")
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st.header("Text to SQL query App")
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question=st.text_input("Input: ", key="input")
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submit=st.button("Ask the question")
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# if submit is clicked
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if submit:
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query=get_gemini_response(question,prompt)
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st.subheader("The SQL query is")
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st.text(query)
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response=read_sql_query(query, 'student.db')
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st.subheader("The response is")
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for row in response:
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print(row)
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st.text(row)
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requirements.txt
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streamlit
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google-generativeai
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python-dotenv
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sqlite.py
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import sqlite3
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## Connect to SQlite
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connection=sqlite3.connect('student.db')
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## Create a cursor object to insert record, create table
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cursor=connection.cursor()
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## Create the table
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table_info="""
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Create table STUDENT(NAME VARCHAR(25), CLASS VARCHAR(25), SECTION VARCHAR(25), MARKS INT);
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"""
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cursor.execute(table_info)
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## Insert some records
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cursor.execute('''Insert Into STUDENT values('Chris','Data Science', 'A', 91)''')
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cursor.execute('''Insert Into STUDENT values('Ashley','Data Science', 'B', 86)''')
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cursor.execute('''Insert Into STUDENT values('Alex','Data Science', 'A', 99)''')
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cursor.execute('''Insert Into STUDENT values('Doris','Software Development', 'A', 71)''')
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cursor.execute('''Insert Into STUDENT values('Wong','Software Development', 'B', 52)''')
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## Display all the records
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print("The inserted records are:")
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data=cursor.execute('''Select * from STUDENT''')
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for row in data:
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print(row)
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## Commit the changes in the database
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connection.commit()
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connection.close()
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