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app_문제까지는latex표시.py
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import streamlit as st
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import pandas as pd
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import os
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from src.SecondModule.module2 import SimilarQuestionGenerator
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from src.ThirdModule.module3 import AnswerVerifier
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import logging
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from typing import Optional, Tuple
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#from latex_formatter import LatexFormatter # LaTeX 포맷터 import
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from pylatexenc.latex2text import LatexNodes2Text
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import re
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logging.basicConfig(level=logging.DEBUG)
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# Streamlit 페이지 기본 설정
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st.set_page_config(
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page_title="MisconcepTutor",
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layout="wide",
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initial_sidebar_state="expanded"
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)
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@st.cache_resource
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def load_answer_verifier():
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"""답안 검증 모델 로드"""
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from src.ThirdModule.module3 import AnswerVerifier
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return AnswerVerifier()
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# 경로 설정
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base_path = os.path.dirname(os.path.abspath(__file__))
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data_path = os.path.join(base_path, 'Data')
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misconception_csv_path = os.path.join(data_path, 'misconception_mapping.csv')
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# 로깅 설정
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# 세션 상태 초기화 - 가장 먼저 실행되도록 최상단에 배치
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if 'initialized' not in st.session_state:
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st.session_state.initialized = True
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st.session_state.wrong_questions = []
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st.session_state.misconceptions = []
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st.session_state.current_question_index = 0
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st.session_state.generated_questions = []
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st.session_state.current_step = 'initial'
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st.session_state.selected_wrong_answer = None
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st.session_state.questions = []
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logger.info("Session state initialized")
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# 문제 생성기 초기화
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@st.cache_resource
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def load_question_generator():
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"""문제 생성 모델 로드"""
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if not os.path.exists(misconception_csv_path):
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st.error(f"CSV 파일이 존재하지 않습니다: {misconception_csv_path}")
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raise FileNotFoundError(f"CSV 파일이 존재하지 않습니다: {misconception_csv_path}")
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return SimilarQuestionGenerator(misconception_csv_path=misconception_csv_path)
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# CSV 데이터 로드 함수
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@st.cache_data
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def load_data(data_file = '/train.csv'):
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try:
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file_path = os.path.join(data_path, data_file.lstrip('/'))
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df = pd.read_csv(file_path)
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logger.info(f"Data loaded successfully from {file_path}")
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return df
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except FileNotFoundError:
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st.error(f"파일을 찾을 수 없습니다: {data_file}")
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logger.error(f"File not found: {data_file}")
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return None
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def start_quiz():
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"""퀴즈 시작 및 초기화"""
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df = load_data()
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if df is None or df.empty:
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st.error("데이터를 불러올 수 없습니다. 데이터셋을 확인해주세요.")
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return
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st.session_state.questions = df.sample(n=10, random_state=42)
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st.session_state.current_step = 'quiz'
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st.session_state.current_question_index = 0
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st.session_state.wrong_questions = []
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st.session_state.misconceptions = []
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st.session_state.generated_questions = []
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logger.info("Quiz started")
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def generate_similar_question(wrong_q, misconception_id, generator):
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"""유사 문제 생성"""
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logger.info(f"Generating similar question for misconception_id: {misconception_id}")
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# 입력 데이터 유효성 검사
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if not isinstance(wrong_q, dict):
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logger.error(f"Invalid wrong_q type: {type(wrong_q)}")
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st.error("유사 문제 생성에 필요한 데이터 형식이 잘못되었습니다.")
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return None
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try:
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# misconception_id가 없거나 NaN인 경우 다른 misconception 사용
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if pd.isna(misconception_id):
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logger.info("Original misconception_id is NaN, trying to find alternative")
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# 현재까지 나온 misconception들 중에서 선택
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available_misconceptions = [m for m in st.session_state.misconceptions if not pd.isna(m)]
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if available_misconceptions:
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# 가장 최근에 나온 misconception 선택
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misconception_id = available_misconceptions[-1]
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logger.info(f"Using alternative misconception_id: {misconception_id}")
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else:
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# 기본 misconception ID 사용 (예: 가장 기본적인 misconception)
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misconception_id = 2001 # 적절한 기본값으로 수정 필요
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logger.info(f"Using default misconception_id: {misconception_id}")
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# 데이터 준비 (튜플 변환 방지)
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input_data = {
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'construct_name': str(wrong_q.get('ConstructName', '')),
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'subject_name': str(wrong_q.get('SubjectName', '')),
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'question_text': str(wrong_q.get('QuestionText', '')),
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'correct_answer_text': str(wrong_q.get(f'Answer{wrong_q["CorrectAnswer"]}Text', '')),
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'wrong_answer_text': str(wrong_q.get(f'Answer{st.session_state.selected_wrong_answer}Text', '')),
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'misconception_id': int(misconception_id)
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}
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logger.info(f"Prepared input data: {input_data}")
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with st.spinner("📝 유사 문제를 생성하고 있습니다..."):
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# 유사 문제 생성 호출
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generated_q, _ = generator.generate_similar_question_with_text(
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construct_name=input_data['construct_name'],
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subject_name=input_data['subject_name'],
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question_text=input_data['question_text'],
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correct_answer_text=input_data['correct_answer_text'],
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wrong_answer_text=input_data['wrong_answer_text'],
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misconception_id=input_data['misconception_id']
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)
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if generated_q:
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verifier = load_answer_verifier()
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with st.status("🤔 AI가 문제를 검토하고 있습니다..."):
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st.write("답안의 정확성을 검증하고 있습니다...")
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verified_answer = verifier.verify_answer(
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question=generated_q.question,
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choices=generated_q.choices
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)
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if verified_answer:
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logger.info(f"Answer verified: {verified_answer}")
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st.write("✅ 검증 완료!")
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result = {
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'question': generated_q.question,
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'choices': generated_q.choices,
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'correct': verified_answer,
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'explanation': generated_q.explanation
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}
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st.session_state['current_similar_question_answer'] = verified_answer
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return result
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else:
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logger.warning("Answer verification failed, using original answer")
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st.write("⚠️ 검증에 실패했습니다. 원본 답안을 사용합니다.")
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result = {
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'question': generated_q.question,
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'choices': generated_q.choices,
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'correct': generated_q.correct_answer,
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'explanation': generated_q.explanation
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}
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st.session_state['current_similar_question_answer'] = generated_q.correct_answer
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return result
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except Exception as e:
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logger.error(f"Error in generate_similar_question: {str(e)}")
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st.error(f"문제 생성 중 오류가 발생했습니다: {str(e)}")
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return None
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return None
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# 수정
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def handle_answer(answer, current_q):
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"""답변 처리"""
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if answer != current_q['CorrectAnswer']:
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wrong_q_dict = current_q.to_dict()
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st.session_state.wrong_questions.append(wrong_q_dict)
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st.session_state.selected_wrong_answer = answer
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misconception_key = f'Misconception{answer}Id'
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misconception_id = current_q.get(misconception_key)
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st.session_state.misconceptions.append(misconception_id)
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st.session_state.current_question_index += 1
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if st.session_state.current_question_index >= len(st.session_state.questions):
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st.session_state.current_step = 'review'
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else:
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st.session_state.current_step = 'quiz'
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# 수정
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def display_math_content(content):
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"""
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Display mathematical content with proper formatting.
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Args:
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content (str): The math content to display
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"""
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# Convert LaTeX to plain text for display
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from pylatexenc.latex2text import LatexNodes2Text
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# Clean and format the content
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formatted_content = LatexNodes2Text().latex_to_text(content)
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# Display in streamlit
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st.markdown(f'<div class="math-container">{formatted_content}</div>', unsafe_allow_html=True)
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# 추가
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def add_custom_css():
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st.markdown(
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"""
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<style>
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.problem-header {
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color: #FF6B6B;
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font-size: 24px;
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font-weight: bold;
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margin-bottom: 20px;
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}
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.math-container {
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background-color: #f9f9f9;
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padding: 20px;
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border-radius: 10px;
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box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
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margin-bottom: 20px;
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}
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.options-container {
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display: grid;
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grid-template-columns: 1fr 1fr;
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gap: 20px;
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}
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.option {
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background-color: white;
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border: 1px solid #ddd;
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border-radius: 8px;
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padding: 15px;
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text-align: center;
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font-size: 18px;
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cursor: pointer;
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transition: background-color 0.3s;
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}
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.option:hover {
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background-color: #f8f9fa;
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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# 2210
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# def display_question(question, answers):
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# """Display a math problem and its options"""
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# st.markdown('<div class="problem-header">Problem:</div>', unsafe_allow_html=True)
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# display_math_content(question) # 문제 렌더링
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# col1, col2 = st.columns(2)
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# for i, (col, opt) in enumerate([(col1, 'A'), (col1, 'C'), (col2, 'B'), (col2, 'D')]):
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# with col:
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# if st.button(opt, key=f"btn_{opt}"): # 괄호 제거
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# handle_answer(opt, st.session_state.questions.iloc[st.session_state.current_question_index])
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# st.rerun()
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# display_math_content(answers[opt]) # 보기 LaTeX 렌더링
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def display_question(question, answers):
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"""Display a math problem and its options with LaTeX formatting"""
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st.markdown('<div class="problem-header">Problem:</div>', unsafe_allow_html=True)
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display_math_content(question)
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col1, col2 = st.columns(2)
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for i, (col, opt) in enumerate([(col1, 'A'), (col1, 'C'), (col2, 'B'), (col2, 'D')]):
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with col:
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answer_text = answers[opt]
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if st.button(answer_text, key=f"btn_{opt}"):
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handle_answer(opt, st.session_state.questions.iloc[st.session_state.current_question_index])
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st.rerun()
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def main():
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"""메인 애플리케이션 로직"""
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st.title("MisconcepTutor")
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# Generator 초기화
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generator = load_question_generator()
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# 초기 화면
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if st.session_state.current_step == 'initial':
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st.write("#### 학습을 시작하겠습니다. 10개의 문제를 풀어볼까요?")
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if st.button("학습 시작", key="start_quiz"):
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start_quiz()
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st.rerun()
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# 퀴즈 화면
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elif st.session_state.current_step == 'quiz':
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current_q = st.session_state.questions.iloc[st.session_state.current_question_index]
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# 진행 상황 표시
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progress = st.session_state.current_question_index / 10
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st.progress(progress)
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st.write(f"### 문제 {st.session_state.current_question_index + 1}/10")
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# 문제 표시
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st.markdown("---")
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question_row = current_q['QuestionText']
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question_text = LatexNodes2Text().latex_to_text(current_q['QuestionText'])
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#st.write(current_q['QuestionText'])
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#st.write(question_text)
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answers ={
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'A': current_q['AnswerAText'],
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'B': current_q['AnswerBText'],
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'C': current_q['AnswerCText'],
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'D': current_q['AnswerDText']
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}
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display_question(question_text, answers)
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# 복습 화면
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elif st.session_state.current_step == 'review':
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st.write("### 학습 결과")
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# 결과 통계
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col1, col2, col3 = st.columns(3)
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col1.metric("총 문제 수", 10)
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col2.metric("맞은 문제", 10 - len(st.session_state.wrong_questions))
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col3.metric("틀린 문제", len(st.session_state.wrong_questions))
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# 결과에 따른 메시지 표시
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if len(st.session_state.wrong_questions) == 0:
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st.balloons() # 축하 효과
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st.success("🎉 축하합니다! 모든 문제를 맞추셨어요!")
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st.markdown("""
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| 339 |
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### 🏆 수학왕이십니다!
|
| 340 |
-
완벽한 점수를 받으셨네요! 수학적 개념을 정확하게 이해하고 계신 것 같습니다.
|
| 341 |
-
""")
|
| 342 |
-
elif len(st.session_state.wrong_questions) <= 3:
|
| 343 |
-
st.success("잘 하셨어요! 조금만 더 연습하면 완벽할 거예요!")
|
| 344 |
-
else:
|
| 345 |
-
st.info("천천히 개념을 복습해보아요. 연습하다 보면 늘어날 거예요!")
|
| 346 |
-
|
| 347 |
-
# 네비게이션 버튼
|
| 348 |
-
col1, col2 = st.columns(2)
|
| 349 |
-
with col1:
|
| 350 |
-
if st.button("🔄 새로운 문제 세트 시작하기", use_container_width=True):
|
| 351 |
-
start_quiz()
|
| 352 |
-
st.rerun()
|
| 353 |
-
with col2:
|
| 354 |
-
if st.button("🏠 처음으로 돌아가기", use_container_width=True):
|
| 355 |
-
st.session_state.clear()
|
| 356 |
-
st.rerun()
|
| 357 |
-
|
| 358 |
-
# 틀린 문제 분석 부분
|
| 359 |
-
if st.session_state.wrong_questions:
|
| 360 |
-
st.write("### ✍️ 틀린 문제 분석")
|
| 361 |
-
tabs = st.tabs([f"📝 틀린 문제 #{i + 1}" for i in range(len(st.session_state.wrong_questions))])
|
| 362 |
-
|
| 363 |
-
for i, (tab, (wrong_q, misconception_id)) in enumerate(zip(
|
| 364 |
-
tabs,
|
| 365 |
-
zip(st.session_state.wrong_questions, st.session_state.misconceptions)
|
| 366 |
-
)):
|
| 367 |
-
with tab:
|
| 368 |
-
st.write("**📋 문제:**")
|
| 369 |
-
#st.write(wrong_q['QuestionText'])
|
| 370 |
-
display_math_content(wrong_q['QuestionText']) # 문제 렌더링
|
| 371 |
-
#st.write("**✅ 정답:**", wrong_q['CorrectAnswer'])
|
| 372 |
-
st.write("**✅ 정답:**")
|
| 373 |
-
display_math_content(wrong_q[f'Answer{wrong_q["CorrectAnswer"]}Text']) # 정답 렌더링
|
| 374 |
-
st.write("---")
|
| 375 |
-
st.write("**🔍 관련된 Misconception:**")
|
| 376 |
-
if misconception_id and not pd.isna(misconception_id):
|
| 377 |
-
misconception_text = generator.get_misconception_text(misconception_id)
|
| 378 |
-
st.info(f"Misconception ID: {int(misconception_id)}\n\n{misconception_text}")
|
| 379 |
-
else:
|
| 380 |
-
st.info("Misconception 정보가 없습니다.")
|
| 381 |
-
|
| 382 |
-
if st.button(f"📚 유사 문제 풀기", key=f"retry_{i}"):
|
| 383 |
-
st.session_state[f"show_similar_question_{i}"] = True
|
| 384 |
-
st.session_state[f"similar_question_answered_{i}"] = False
|
| 385 |
-
st.rerun()
|
| 386 |
-
|
| 387 |
-
if st.session_state.get(f"show_similar_question_{i}", False):
|
| 388 |
-
st.divider()
|
| 389 |
-
new_question = generate_similar_question(wrong_q, misconception_id, generator)
|
| 390 |
-
if new_question:
|
| 391 |
-
st.write("### 🎯 유사 문제")
|
| 392 |
-
display_math_content(new_question['question']) # 함수 교체
|
| 393 |
-
|
| 394 |
-
# 답변 상태 확인
|
| 395 |
-
answered = st.session_state.get(f"similar_question_answered_{i}", False)
|
| 396 |
-
|
| 397 |
-
# 보기 표시
|
| 398 |
-
st.write("**보기:**")
|
| 399 |
-
col1, col2 = st.columns(2)
|
| 400 |
-
|
| 401 |
-
|
| 402 |
-
# 답변하지 않은 경우에만 버튼 활성화
|
| 403 |
-
if not answered:
|
| 404 |
-
with col1:
|
| 405 |
-
for option in ['A', 'C']:
|
| 406 |
-
if st.button(
|
| 407 |
-
f"{option}) {LatexNodes2Text().latex_to_text(new_question['choices'][option])}",
|
| 408 |
-
key=f"similar_{option}_{i}"
|
| 409 |
-
):
|
| 410 |
-
st.session_state[f"similar_question_answered_{i}"] = True
|
| 411 |
-
st.session_state[f"selected_answer_{i}"] = option
|
| 412 |
-
correct_answer = st.session_state.get('current_similar_question_answer')
|
| 413 |
-
if option == correct_answer:
|
| 414 |
-
st.session_state[f"is_correct_{i}"] = True
|
| 415 |
-
else:
|
| 416 |
-
st.session_state[f"is_correct_{i}"] = False
|
| 417 |
-
st.rerun()
|
| 418 |
-
|
| 419 |
-
with col2:
|
| 420 |
-
for option in ['B', 'D']:
|
| 421 |
-
if st.button(
|
| 422 |
-
f"{option}) {LatexNodes2Text().latex_to_text(new_question['choices'][option])}",
|
| 423 |
-
key=f"similar_{option}_{i}"
|
| 424 |
-
):
|
| 425 |
-
st.session_state[f"similar_question_answered_{i}"] = True
|
| 426 |
-
st.session_state[f"selected_answer_{i}"] = option
|
| 427 |
-
correct_answer = st.session_state.get('current_similar_question_answer')
|
| 428 |
-
if option == correct_answer:
|
| 429 |
-
st.session_state[f"is_correct_{i}"] = True
|
| 430 |
-
else:
|
| 431 |
-
st.session_state[f"is_correct_{i}"] = False
|
| 432 |
-
st.rerun()
|
| 433 |
-
|
| 434 |
-
# 답변한 경우 결과 표시
|
| 435 |
-
if answered:
|
| 436 |
-
is_correct = st.session_state.get(f"is_correct_{i}", False)
|
| 437 |
-
correct_answer = st.session_state.get('current_similar_question_answer')
|
| 438 |
-
if is_correct:
|
| 439 |
-
st.success("✅ 정답입니다!")
|
| 440 |
-
else:
|
| 441 |
-
st.error(f"❌ 틀렸습니다. 정답은 {correct_answer}입니다.")
|
| 442 |
-
|
| 443 |
-
# 해설 표시
|
| 444 |
-
st.write("---")
|
| 445 |
-
st.write("**📝 해설:**", new_question['explanation'])
|
| 446 |
-
|
| 447 |
-
# 다시 풀기 버튼
|
| 448 |
-
if st.button("🔄 다시 풀기", key=f"reset_{i}"):
|
| 449 |
-
st.session_state[f"similar_question_answered_{i}"] = False
|
| 450 |
-
st.session_state[f"selected_answer_{i}"] = None
|
| 451 |
-
st.session_state[f"is_correct_{i}"] = None
|
| 452 |
-
st.rerun()
|
| 453 |
-
|
| 454 |
-
# 문제 닫기 버튼
|
| 455 |
-
if st.button("❌ 문제 닫기", key=f"close_{i}"):
|
| 456 |
-
st.session_state[f"show_similar_question_{i}"] = False
|
| 457 |
-
st.session_state[f"similar_question_answered_{i}"] = False
|
| 458 |
-
st.session_state[f"selected_answer_{i}"] = None
|
| 459 |
-
st.session_state[f"is_correct_{i}"] = None
|
| 460 |
-
st.rerun()
|
| 461 |
-
|
| 462 |
-
# 화면 아래 여백 추가
|
| 463 |
-
st.markdown("<br>" * 5, unsafe_allow_html=True) # 5줄의 빈 줄 추가
|
| 464 |
-
st.markdown("""
|
| 465 |
-
<div style="height: 100px;">
|
| 466 |
-
</div>
|
| 467 |
-
""", unsafe_allow_html=True) # 추가 여백
|
| 468 |
-
else:
|
| 469 |
-
st.error("유사 문제를 생성할 수 없습니다.")
|
| 470 |
-
if st.button("❌ 닫기", key=f"close_error_{i}"):
|
| 471 |
-
st.session_state[f"show_similar_question_{i}"] = False
|
| 472 |
-
st.rerun()
|
| 473 |
-
# 화면 아래 여백 추가
|
| 474 |
-
st.markdown("<br>" * 5, unsafe_allow_html=True) # 5줄의 빈 줄 추가
|
| 475 |
-
st.markdown("""
|
| 476 |
-
<div style="height: 100px;">
|
| 477 |
-
</div>
|
| 478 |
-
""", unsafe_allow_html=True) # 추가 여백
|
| 479 |
-
if __name__ == "__main__":
|
| 480 |
-
main()
|
| 481 |
-
|
| 482 |
-
# random_state 42에서 정답
|
| 483 |
-
# D C A A C
|
| 484 |
-
# A B B B B
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