Update app.py

app.py

@@ -10,6 +10,30 @@ from latex_formatter import LatexFormatter  # LaTeX 포맷터 import
 logging.basicConfig(level=logging.DEBUG)
 
 
+from src.FirstModule.module1 import MisconceptionModel
+
+# Initialize Misconception Model
+@st.cache_resource
+def load_misconception_model():
+    return MisconceptionModel(
+        model_name="minsuas/Misconceptions__1",
+        misconception_mapping_path=os.path.join(data_path, 'misconception_mapping.parquet'),
+        misconception_embs_paths=[os.path.join(data_path, f'embs_misconception-9.npy')]
+    )
+
+# Example integration
+def start_quiz_with_predictions():
+    model = load_misconception_model()
+    df = load_data()
+    if df is None or df.empty:
+        st.error("데이터를 불러올 수 없습니다.")
+        return
+    df = model.preprocess(df)
+    predictions = model.predict(df)
+    st.session_state.questions = predictions.sample(n=10, random_state=42)
+    st.session_state.current_step = 'quiz'
+
+
 # Streamlit 페이지 기본 설정
 st.set_page_config(
     page_title="MisconcepTutor",