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Upload 3 files
Browse files- app.py +71 -0
- employee.db +0 -0
- requirements.txt +3 -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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#Defining 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 EMPLOYEE and has the following columns - NAME, TEAM,
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DOMAIN \n\nFor example,\nExample 1 - How many entries of records are present?,
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the SQL command will be something like this SELECT COUNT(*) FROM EMPLOYEE ;
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\nExample 2 - Tell me all the employees working in MLOPS team?,
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the SQL command will be something like this SELECT * FROM EMPLOYEE
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where TEAM="MLOPS";
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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 Application
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st.set_page_config(page_title = "I can retrieve any SQL query")
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st.header("Gemini App to Retrieve SQL Data")
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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 button is clicked
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if submit:
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response = get_gemini_response(question,prompt)
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print(response)
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response = read_sql_query(response,"employee.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.header(row)
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employee.db
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Binary file (8.19 kB). View file
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requirements.txt
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@@ -0,0 +1,3 @@
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streamlit
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google-generativeai
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python-dotenv
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