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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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genai.configure(api_key=os.getenv("GOOGLE_API_KEY")) |
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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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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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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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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: |
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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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