Update app.py

app.py

@@ -4,21 +4,22 @@ from modules.database import initialize_mongodb_connection
 from modules.auth import authenticate_user, get_user_role, register_user
 from modules.ui import (
     login_register_page, 
-    display_student_progress, 
     display_morphosyntax_analysis_interface, 
-    display_semantic_analysis_interface, 
+    display_semantic_analysis_interface,
     display_discourse_analysis_interface
 )
-from modules.discourse_analysis import perform_discourse_analysis
 from modules.spacy_utils import load_spacy_models
-import time
 
 st.set_page_config(page_title="AIdeaText", layout="wide", page_icon="random")
 
+# Cargar los modelos de spaCy una vez al inicio de la aplicación
+@st.cache_resource
+def load_models():
+    return load_spacy_models()
+
+nlp_models = load_models()
+
 def logged_in_interface():
-    if 'nlp_models' not in st.session_state:
-        st.session_state.nlp_models = load_spacy_models()
-    
     languages = {'Español': 'es', 'English': 'en', 'Français': 'fr'}
     
     # Crear un contenedor para la barra superior
@@ -30,42 +31,22 @@ def logged_in_interface():
         with col3:
             st.markdown("<p style='font-size: 1.2rem; margin-bottom: 0; padding-top: 15px;'>Selecciona el idioma del texto que analizarás</p>", unsafe_allow_html=True)
         with col4:
-            st.markdown("""
-            <style>
-            .stSelectbox { margin-left: -20px; }
-            div[data-testid="stSelectbox"] {
-                margin-top: 0px;
-                margin-bottom: 10px;
-            }
-            </style>
-            """, unsafe_allow_html=True)
             selected_lang = st.selectbox("", list(languages.keys()), key="language_selector", label_visibility="collapsed")
             lang_code = languages[selected_lang]
         with col5:
-            st.markdown("""
-            <style>
-            div[data-testid="stButton"] {
-                margin-top: 0px;
-                margin-bottom: 10px;
-            }
-            div[data-testid="stButton"] > button {
-                width: 100%;
-                padding: 8px 10px;
-                font-size: 1rem;
-            }
-            </style>
-            """, unsafe_allow_html=True)
             if st.button("Cerrar Sesión", key="logout_button"):
                 st.session_state.logged_in = False
                 st.experimental_rerun()
 
+    # Añadir una línea divisoria
     st.markdown("---")
-    tab1, tab2, tab3, tab4 = st.tabs(["Análisis morfosintáctico", "Análisis semántico", "Análisis semántico discursivo", "Mi Progreso"])
-    
+
+    tab1, tab2, tab3, tab4 = st.tabs(["Análisis morfosintáctico", "Análisis semántico", "Análisis del discurso", "Mi Progreso"])
+
     with tab1:
-        display_morphosyntax_analysis_interface(st.session_state.nlp_models, lang_code)
+        display_morphosyntax_analysis_interface(nlp_models, lang_code)
     with tab2:
-        display_semantic_analysis_interface(st.session_state.nlp_models, lang_code)
+        display_semantic_analysis_interface(nlp_models, lang_code)
     with tab3:
         display_discourse_analysis_interface(nlp_models, lang_code)
     with tab4:
@@ -74,10 +55,10 @@ def logged_in_interface():
 def main():
     if not initialize_mongodb_connection():
         st.warning("La conexión a la base de datos MongoDB no está disponible. Algunas funciones pueden no estar operativas.")
-    
+
     if 'logged_in' not in st.session_state:
         st.session_state.logged_in = False
-    
+
     if not st.session_state.logged_in:
         login_register_page()
     else: