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Upload web_app.py with huggingface_hub
Browse files- web_app.py +270 -0
web_app.py
ADDED
@@ -0,0 +1,270 @@
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1 |
+
from flask import Flask
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2 |
+
from tts_utils import TTSUtils
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3 |
+
from inference import InferenceManager
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4 |
+
from huggingface_utils import HuggingFaceUtils
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5 |
+
from flow_bot import FlowBot
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6 |
+
from tunnel_manager import TunnelManager
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7 |
+
from routes import Routes
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8 |
+
from session_manager import SessionManager
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9 |
+
from data_manager import DataManager
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10 |
+
import yaml
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11 |
+
import os
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12 |
+
import webbrowser
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13 |
+
import threading
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14 |
+
import time
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15 |
+
import sys
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16 |
+
from datetime import timedelta
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17 |
+
import logging
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18 |
+
from colorama import init, Fore, Back, Style
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19 |
+
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20 |
+
# Inicializar colorama para Windows
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21 |
+
init()
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22 |
+
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23 |
+
def print_startup_checklist():
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24 |
+
"""Muestra el checklist de inicio con colores"""
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25 |
+
print(f"\n{Fore.CYAN}{'='*50}")
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26 |
+
print(f"{Fore.YELLOW}🤖 Iniciando Asistente Virtual...")
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27 |
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print(f"{Fore.CYAN}{'='*50}{Style.RESET_ALL}\n")
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28 |
+
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29 |
+
# Checklist de Modelos
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30 |
+
print(f"{Fore.MAGENTA}📋 Modelos de IA:{Style.RESET_ALL}")
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31 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Principal: {Fore.YELLOW}Gemini 8b 🧠")
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32 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Respaldo: {Fore.YELLOW}Mixtral 7b ⚡\n")
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33 |
+
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34 |
+
# Checklist de TTS
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35 |
+
print(f"{Fore.MAGENTA}🎤 Motores TTS:{Style.RESET_ALL}")
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36 |
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print(f"{Fore.GREEN}✓ {Fore.WHITE}EDGE (Principal)")
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37 |
+
print(f" {Fore.CYAN}└─ Voz: Jorge (MX) 📢")
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38 |
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print(f"{Fore.GREEN}✓ {Fore.WHITE}EDGE_ES")
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39 |
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print(f" {Fore.CYAN}└─ Voz: Álvaro (ES) 🌐")
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print(f"{Fore.GREEN}✓ {Fore.WHITE}VITS")
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41 |
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print(f" {Fore.CYAN}└─ Modelo Local 🔊\n")
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42 |
+
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43 |
+
# Checklist de Modos
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44 |
+
print(f"{Fore.MAGENTA}📋 Modos Disponibles:{Style.RESET_ALL}")
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45 |
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print(f"{Fore.GREEN}✓ {Fore.WHITE}Créditos 💰")
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46 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Seguros 🛡️")
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47 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Cobranza 💵\n")
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48 |
+
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49 |
+
# Estado del Sistema
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50 |
+
print(f"{Fore.MAGENTA}🔄 Estado del Sistema:{Style.RESET_ALL}")
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51 |
+
|
52 |
+
class WebChatbotApp:
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def __init__(self):
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54 |
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# Mostrar checklist inicial
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55 |
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print_startup_checklist()
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56 |
+
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57 |
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self.flask_app = Flask(__name__)
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58 |
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self.flask_app.config['SECRET_KEY'] = os.urandom(24)
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59 |
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self.flask_app.config['SESSION_TYPE'] = 'filesystem'
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60 |
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self.flask_app.config['SESSION_FILE_DIR'] = './flask_session'
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61 |
+
self.flask_app.config['PERMANENT_SESSION_LIFETIME'] = timedelta(hours=2)
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62 |
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self.tunnel_url = None
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63 |
+
|
64 |
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self.load_config()
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65 |
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self.init_components()
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66 |
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self.routes = Routes(self.flask_app, self)
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67 |
+
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68 |
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# Inicializar DataManager
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69 |
+
self.data_manager = DataManager()
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70 |
+
|
71 |
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print(f"{Fore.GREEN}✓ {Fore.WHITE}Aplicación inicializada correctamente{Style.RESET_ALL}")
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72 |
+
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73 |
+
def load_config(self):
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74 |
+
try:
|
75 |
+
config_path = os.path.join(os.path.dirname(__file__), 'config.yaml')
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76 |
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with open(config_path, 'r', encoding='utf-8') as f:
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77 |
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self.config = yaml.safe_load(f)
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78 |
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print(f"{Fore.GREEN}✓ {Fore.WHITE}Configuración cargada")
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79 |
+
except Exception as e:
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80 |
+
print(f"{Fore.RED}✗ Error cargando config.yaml: {e}{Style.RESET_ALL}")
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81 |
+
self.config = {}
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82 |
+
|
83 |
+
def init_components(self):
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84 |
+
try:
|
85 |
+
print(f"{Fore.CYAN}⚙️ Iniciando componentes...{Style.RESET_ALL}")
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86 |
+
|
87 |
+
elevenlabs_key = self.config.get('ELEVENLABS_API_KEY', '')
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88 |
+
huggingface_token = self.config.get('api_keys', {}).get('HUGGINGFACE_TOKEN', '')
|
89 |
+
|
90 |
+
self.tts = TTSUtils(
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91 |
+
model_name='EDGE',
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92 |
+
elevenlabs_api_key=elevenlabs_key
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93 |
+
)
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94 |
+
self.inference = InferenceManager(self.config)
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95 |
+
self.hf_utils = HuggingFaceUtils(huggingface_token)
|
96 |
+
self.flow_bot = FlowBot()
|
97 |
+
self.session_manager = SessionManager()
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98 |
+
|
99 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Componentes iniciados correctamente{Style.RESET_ALL}")
|
100 |
+
|
101 |
+
except Exception as e:
|
102 |
+
print(f"{Fore.RED}✗ Error iniciando componentes: {e}{Style.RESET_ALL}")
|
103 |
+
raise
|
104 |
+
|
105 |
+
def reinit_components(self):
|
106 |
+
try:
|
107 |
+
self.load_config()
|
108 |
+
|
109 |
+
elevenlabs_key = self.config.get('ELEVENLABS_API_KEY', '')
|
110 |
+
huggingface_token = self.config.get('api_keys', {}).get('HUGGINGFACE_TOKEN', '')
|
111 |
+
|
112 |
+
print(f"{Fore.CYAN}⚙️ Reiniciando componentes...{Style.RESET_ALL}")
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113 |
+
|
114 |
+
self.tts = TTSUtils(
|
115 |
+
model_name='EDGE',
|
116 |
+
elevenlabs_api_key=elevenlabs_key
|
117 |
+
)
|
118 |
+
self.inference = InferenceManager(self.config)
|
119 |
+
self.hf_utils = HuggingFaceUtils(huggingface_token)
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120 |
+
|
121 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Componentes reiniciados correctamente{Style.RESET_ALL}")
|
122 |
+
|
123 |
+
except Exception as e:
|
124 |
+
print(f"{Fore.RED}✗ Error reiniciando componentes: {e}{Style.RESET_ALL}")
|
125 |
+
raise
|
126 |
+
|
127 |
+
def procesar_mensaje(self, mensaje):
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128 |
+
"""Procesa un mensaje de texto y retorna la respuesta"""
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129 |
+
try:
|
130 |
+
# Obtener el modo actual de la sesión
|
131 |
+
session_id = self.session_manager.get_session()
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132 |
+
current_mode = self.session_manager.get_session_data(session_id, 'mode')
|
133 |
+
|
134 |
+
# Verificar si estamos en proceso de recolección de datos
|
135 |
+
if self.data_manager.is_collecting_data():
|
136 |
+
respuesta = self.data_manager.handle_data_collection(
|
137 |
+
mensaje,
|
138 |
+
current_mode,
|
139 |
+
self.flow_bot.get_data_collection_steps
|
140 |
+
)
|
141 |
+
if respuesta:
|
142 |
+
return respuesta
|
143 |
+
|
144 |
+
# Obtener contexto del flow_bot usando el modo actual
|
145 |
+
contexto = self.flow_bot.get_context(current_mode, mensaje)
|
146 |
+
|
147 |
+
# Obtener respuesta usando el inference manager
|
148 |
+
respuesta = self.inference.get_response(
|
149 |
+
prompt=mensaje,
|
150 |
+
context=contexto
|
151 |
+
)
|
152 |
+
|
153 |
+
# Verificar que la respuesta no sea un mensaje de error o predeterminado
|
154 |
+
mensajes_error = [
|
155 |
+
"No se proporcionó un mensaje",
|
156 |
+
"Lo siento, hubo un error",
|
157 |
+
"Error de autenticación",
|
158 |
+
"El servicio está ocupado",
|
159 |
+
"No se pudo generar una respuesta coherente",
|
160 |
+
"¡Hola! Soy tu asistente virtual"
|
161 |
+
]
|
162 |
+
|
163 |
+
if not respuesta or any(msg in respuesta for msg in mensajes_error):
|
164 |
+
print("Respuesta no válida del modelo, usando contexto directo")
|
165 |
+
respuesta = self.flow_bot.get_success_message(current_mode)
|
166 |
+
# Iniciar recolección de datos si es necesario
|
167 |
+
if "nombre" in respuesta.lower():
|
168 |
+
self.data_manager.start_data_collection()
|
169 |
+
|
170 |
+
return respuesta
|
171 |
+
|
172 |
+
except Exception as e:
|
173 |
+
print(f"Error procesando mensaje: {e}")
|
174 |
+
return self.flow_bot.get_negative_response(current_mode)
|
175 |
+
|
176 |
+
def procesar_audio(self, audio_path):
|
177 |
+
"""Procesa un archivo de audio y retorna mensaje y audio de respuesta"""
|
178 |
+
try:
|
179 |
+
# Transcribir audio a texto
|
180 |
+
mensaje = self.inference.transcribe_audio(audio_path)
|
181 |
+
print(f"Audio transcrito: {mensaje}")
|
182 |
+
|
183 |
+
# Obtener respuesta
|
184 |
+
respuesta = self.procesar_mensaje(mensaje)
|
185 |
+
print(f"Respuesta generada: {respuesta}")
|
186 |
+
|
187 |
+
# Convertir respuesta a audio
|
188 |
+
audio_path = self.tts.text_to_speech(respuesta)
|
189 |
+
return mensaje, audio_path
|
190 |
+
|
191 |
+
except Exception as e:
|
192 |
+
print(f"Error procesando audio: {e}")
|
193 |
+
return "Error al procesar el audio", None
|
194 |
+
|
195 |
+
def open_browser(self, url):
|
196 |
+
time.sleep(2)
|
197 |
+
webbrowser.open(url)
|
198 |
+
|
199 |
+
def run(self, host='127.0.0.1', port=5000, debug=False, use_tunnel=True):
|
200 |
+
try:
|
201 |
+
if use_tunnel:
|
202 |
+
try:
|
203 |
+
tunnel_manager = TunnelManager()
|
204 |
+
# Primero intentar obtener un túnel activo
|
205 |
+
self.tunnel_url = tunnel_manager.get_active_tunnel()
|
206 |
+
|
207 |
+
if not self.tunnel_url:
|
208 |
+
# Si no hay túnel activo, limpiar y crear uno nuevo
|
209 |
+
tunnel_manager.setup_ngrok()
|
210 |
+
tunnel_manager.cleanup()
|
211 |
+
self.tunnel_url = tunnel_manager.start(port)
|
212 |
+
|
213 |
+
if self.tunnel_url:
|
214 |
+
print(f"{Fore.GREEN}✓ {Fore.WHITE}Túnel iniciado en: {Fore.CYAN}{self.tunnel_url}{Style.RESET_ALL}")
|
215 |
+
threading.Thread(target=self.open_browser, args=(self.tunnel_url,)).start()
|
216 |
+
else:
|
217 |
+
print(f"{Fore.YELLOW}⚠️ No se pudo iniciar el túnel, continuando en modo local{Style.RESET_ALL}")
|
218 |
+
except Exception as tunnel_error:
|
219 |
+
print(f"{Fore.YELLOW}⚠️ Continuando en modo local{Style.RESET_ALL}")
|
220 |
+
|
221 |
+
print(f"\n{Fore.GREEN}✓ {Fore.WHITE}Servidor iniciado en: {Fore.CYAN}http://{host}:{port}{Style.RESET_ALL}\n")
|
222 |
+
self.flask_app.run(host=host, port=port, debug=debug, threaded=True)
|
223 |
+
|
224 |
+
except Exception as e:
|
225 |
+
print(f"{Fore.RED}✗ Error iniciando el servidor: {e}{Style.RESET_ALL}")
|
226 |
+
raise
|
227 |
+
|
228 |
+
@property
|
229 |
+
def app(self):
|
230 |
+
return self.flask_app
|
231 |
+
|
232 |
+
if __name__ == '__main__':
|
233 |
+
import os
|
234 |
+
import psutil
|
235 |
+
import socket
|
236 |
+
|
237 |
+
def is_port_in_use(port):
|
238 |
+
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
|
239 |
+
return s.connect_ex(('localhost', port)) == 0
|
240 |
+
|
241 |
+
def kill_process_on_port(port):
|
242 |
+
for proc in psutil.process_iter(['pid', 'name', 'connections']):
|
243 |
+
try:
|
244 |
+
for conn in proc.connections():
|
245 |
+
if conn.laddr.port == port:
|
246 |
+
print(f"Terminando proceso anterior en puerto {port}")
|
247 |
+
proc.terminate()
|
248 |
+
proc.wait()
|
249 |
+
return True
|
250 |
+
except (psutil.NoSuchProcess, psutil.AccessDenied):
|
251 |
+
pass
|
252 |
+
return False
|
253 |
+
|
254 |
+
try:
|
255 |
+
port = 5000
|
256 |
+
if is_port_in_use(port):
|
257 |
+
print(f"Puerto {port} en uso. Intentando liberar...")
|
258 |
+
if kill_process_on_port(port):
|
259 |
+
print("Proceso anterior terminado")
|
260 |
+
else:
|
261 |
+
print(f"No se pudo liberar el puerto {port}. Por favor, cierre la aplicación anterior manualmente.")
|
262 |
+
exit(1)
|
263 |
+
|
264 |
+
print("Iniciando nueva instancia de la aplicación...")
|
265 |
+
app = WebChatbotApp()
|
266 |
+
app.run()
|
267 |
+
|
268 |
+
except Exception as e:
|
269 |
+
print(f"Error al iniciar la aplicación: {e}")
|
270 |
+
exit(1)
|