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Browse files- COMPANY.db +0 -0
- app.py +78 -0
- requirements.txt +9 -0
- sqlite.py +37 -0
COMPANY.db
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Binary file (8.19 kB). View file
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app.py
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from dotenv import load_dotenv
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load_dotenv() ## load all the environemnt variables
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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 and provide queries as response
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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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## Fucntion 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 COMPANY and has the following columns - FIRST_NAME, LAST_NAME,DEPT,
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SALARY,AGE \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 COMPANY ;
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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 company
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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="Retrieve Any SQL query")
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st.header("App To Generate 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 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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st.subheader("Generated SQL Query")
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st.code(response, language='sql')
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data=read_sql_query(response,"company.db")
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st.subheader("The Response is")
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for row in data:
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#print(row)
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st.write(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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langchain
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PyPDF2
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chromadb
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faiss-cpu
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pdf2image
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sqlite3
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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("COMPANY.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 COMPANY(FIRST_NAME VARCHAR(25),LAST_NAME VARCHAR(25),DEPT VARCHAR(25),
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SALARY VARCHAR(25),AGE INT);
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"""
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cursor.execute(table_info)
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## Insert Some more records
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cursor.execute('''Insert Into COMPANY values('Jaya', 'Chandran','Data Science','$1000',35)''')
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cursor.execute('''Insert Into COMPANY values('Karthy','R','DEVOPS','$900',33)''')
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cursor.execute('''Insert Into COMPANY values('Anbu', 'Alagan','AEM','$800',33)''')
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cursor.execute('''Insert Into COMPANY values('Sivam','Sivam','DEVOPS','$1000',30)''')
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cursor.execute('''Insert Into COMPANY values('Mani','Ratam','Data Science','$500',20)''')
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cursor.execute('''Insert Into COMPANY values('Kasi','Nathan','Security','$400',23)''')
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cursor.execute('''Insert Into COMPANY values('Ravi','Kumar','.Net','$150',25)''')
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## Disspaly All the records
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print("The inserted records are")
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data=cursor.execute('''Select * from COMPANY''')
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for row in data:
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print(row)
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## Commit your changes int he databse
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connection.commit()
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connection.close()
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