AlphaEdu.py

import streamlit as st
import pandas as pd
import time
import os

st.set_page_config(page_icon='🧪', page_title='ViQAG for Vietnamese Education', layout='wide', initial_sidebar_state="collapsed")

with open(r"./static/styles.css") as f:
    st.markdown(f"<style>{f.read()}</style>", unsafe_allow_html=True)

st.markdown(f"""
    <div class=logo_area>
        <img src="./app/static/AlphaEdu_logo_trans.png"/>
    </div>
    """, unsafe_allow_html=True)
st.markdown("<h1 style='text-align: center;'>ViQAG: An Automate Question Answer Generation System for Vietnamese Education</h1>", unsafe_allow_html=True)

# =====================================================================================================

def file_selector(folder_path=r'./Resources/'):
    filenames = os.listdir(folder_path)
    return filenames
filenames = file_selector()

def load_grades(file_name, folder_path=r'./Resources/'):
    file_path = f"{folder_path}{file_name}"
    df = pd.read_csv(file_path)
    list_grades = df['grade'].drop_duplicates().values
    return list_grades, df

def load_chapters(df, grade_name):
    df_raw = df[df['grade'] == grade_name]
    list_chapters = df_raw['chapter'].drop_duplicates().values
    return list_chapters, df

def load_lessons(df, grade_name, chapter_name):
    df_raw = df[(df['grade'] == grade_name) & (df['chapter'] == chapter_name)]
    return df_raw['lesson'].drop_duplicates().values

def load_context(df, grade_name, chapter_name, lesson_name):
    context = df[(df['grade'] == grade_name) & (df['chapter'] == chapter_name) & (df['lesson'] == lesson_name)]['context'].values
    return '\n'.join(context.tolist())

# =====================================================================================================

col_1, col_2, col_3, col_4 = st.columns(spec=[1, 1, 3, 4])

col_1.markdown("<h8 style='text-align: left; font-weight: normal'>Select your subject:</h8>", unsafe_allow_html=True)
subject = col_1.selectbox(label='Select your subject:', options=filenames, label_visibility='collapsed')

col_2.markdown("<h8 style='text-align: left; font-weight: normal'>Select your grade:</h8>", unsafe_allow_html=True)
list_grades, df = load_grades(file_name=subject)
grade = col_2.selectbox(label='Select your grade:', options=list_grades, label_visibility='collapsed')

col_3.markdown("<h8 style='text-align: left; font-weight: normal'>Select your chapter:</h8>", unsafe_allow_html=True)
list_chapters, df = load_chapters(df=df, grade_name=grade)
chapter = col_3.selectbox(label='Select your chapter:', options=list_chapters, label_visibility='collapsed')

col_4.markdown("<h8 style='text-align: left; font-weight: normal'>Select your lesson:</h8>", unsafe_allow_html=True)
lesson_names = load_lessons(df=df, grade_name=grade, chapter_name=chapter)
lesson = col_4.selectbox(label='Select your lesson:', options=lesson_names, label_visibility='collapsed')

col_11, col_21 = st.columns(spec=[8, 2])
col_11.markdown("<h8 style='text-align: left; font-weight: normal'>Paragraph related:</h8>", unsafe_allow_html=True)
context_values = load_context(df=df, grade_name=grade, chapter_name=chapter, lesson_name=lesson)
col_11.text_area(label='Paragraph related', label_visibility='collapsed', height=300, value=context_values)

col_21.markdown("<h8 style='text-align: left; font-weight: normal'>Choose question generation modes:</h8>", unsafe_allow_html=True)
col_21.checkbox(label='Question Answer Generation', value=True)
col_21.checkbox(label='Multiple Choice Question Generation (Coming soon)', disabled=True)
col_21.checkbox(label='Fill-in-the-Blank Question Generation (Coming soon)', disabled=True)

col_21.markdown("<h8 style='text-align: left; font-weight: normal'>Options:</h8>", unsafe_allow_html=True)
btn_show_answer = col_21.toggle(label='Show the answers', disabled=True)

btn_generate = col_21.button(label='Generate questions', use_container_width=True)

if btn_generate:
    with st.spinner(text='Generating...'):
        time.sleep(5)
    
    st.markdown("<h8 style='text-align: left; font-weight: normal'>Your questions and answers has been generated:</h8>", unsafe_allow_html=True)
    output = '''question: <question_1>, answer: <Có cái njt :v Chưa cập nhật xong :v> [SEP] \nquestion: <question_2>, answer: <answer_2> [SEP] \nquestion: <question_3>, answer: <answer_3> [SEP] \nquestion: <question_4>, answer: <answer_4> [SEP] \nquestion: <question_5>, answer: <answer_5> [SEP]\nquestion: <question_6>, answer: <answer_6> [SEP]\nquestion: <question_7>, answer: <answer_7> [SEP]\nquestion: <question_8>, answer: <answer_8> [SEP]\nquestion: <question_9>, answer: <answer_9> [SEP]\nquestion: <question_10>, answer: <answer_10> [SEP]'''
    st.code(body=output, language='wiki')