email-app / session_state.py
JeCabrera's picture
Add files via upload
fb305fc unverified
Raw History Blame Contribute Delete
10.8 kB
import streamlit as st
import joblib
import os
from google import genai
from google.genai import types
DEFAULT_GEMINI_MODEL = 'gemini-3.1-flash-lite-preview'
DATA_DIR = 'data'
PAST_CHATS_LIST_PATH = f'{DATA_DIR}/past_chats_list'
class SessionState:
"""
Clase para gestionar el estado de la sesión de Streamlit de manera centralizada.
Encapsula todas las operaciones relacionadas con st.session_state.
"""
def __init__(self):
# Inicializar valores por defecto si no existen
if 'chat_id' not in st.session_state:
st.session_state.chat_id = None
if 'chat_title' not in st.session_state:
st.session_state.chat_title = None
if 'messages' not in st.session_state:
st.session_state.messages = []
if 'gemini_history' not in st.session_state:
st.session_state.gemini_history = []
if 'model' not in st.session_state:
st.session_state.model = None
if 'client' not in st.session_state:
st.session_state.client = None
if 'chat' not in st.session_state:
st.session_state.chat = None
if 'prompt' not in st.session_state:
st.session_state.prompt = None
if 'system_instruction' not in st.session_state:
st.session_state.system_instruction = None
if 'user_namespace' not in st.session_state:
st.session_state.user_namespace = 'default'
# Getters y setters para cada propiedad
@property
def chat_id(self):
return st.session_state.chat_id
@chat_id.setter
def chat_id(self, value):
st.session_state.chat_id = value
@property
def chat_title(self):
return st.session_state.chat_title
@chat_title.setter
def chat_title(self, value):
st.session_state.chat_title = value
@property
def messages(self):
return st.session_state.messages
@messages.setter
def messages(self, value):
st.session_state.messages = value
@property
def gemini_history(self):
return st.session_state.gemini_history
@gemini_history.setter
def gemini_history(self, value):
st.session_state.gemini_history = value
@property
def model(self):
return st.session_state.model
@model.setter
def model(self, value):
st.session_state.model = value
@property
def client(self):
return st.session_state.client
@client.setter
def client(self, value):
st.session_state.client = value
@property
def chat(self):
return st.session_state.chat
@chat.setter
def chat(self, value):
st.session_state.chat = value
@property
def prompt(self):
return st.session_state.prompt
@prompt.setter
def prompt(self, value):
st.session_state.prompt = value
@property
def system_instruction(self):
return st.session_state.system_instruction
@system_instruction.setter
def system_instruction(self, value):
st.session_state.system_instruction = value
@property
def user_namespace(self):
return st.session_state.user_namespace
@user_namespace.setter
def user_namespace(self, value):
sanitized = str(value).replace('/', '_').replace('\\', '_').strip() or 'default'
st.session_state.user_namespace = sanitized
# Métodos de utilidad
def add_message(self, role, content, avatar=None):
"""Añade un mensaje al historial"""
message = {
'role': role,
'content': content,
}
if avatar:
message['avatar'] = avatar
self.messages.append(message)
def clear_prompt(self):
"""Limpia el prompt del estado de la sesión"""
self.prompt = None
def initialize_model(self, model_name=None, api_key=None):
"""Inicializa el modelo de IA"""
if model_name is None:
model_name = DEFAULT_GEMINI_MODEL
if api_key is None:
api_key = os.environ.get('GOOGLE_API_KEY')
self.client = genai.Client(api_key=api_key)
self.model = model_name
def initialize_chat(self, history=None, system_instruction=None):
"""Inicializa el chat con el modelo"""
if history is None:
history = self.gemini_history
if system_instruction is None:
system_instruction = self.system_instruction
else:
self.system_instruction = system_instruction
# Asegurar que el modelo está inicializado
if self.model is None or self.client is None:
self.initialize_model()
chat_kwargs = {'model': self.model}
if history:
chat_kwargs['history'] = history
if system_instruction:
chat_kwargs['config'] = types.GenerateContentConfig(
system_instruction=system_instruction
)
# Inicializar chat con el SDK moderno
self.chat = self.client.chats.create(**chat_kwargs)
# Verificar que el chat se inicializó correctamente
if self.chat is None:
raise ValueError("Error al inicializar el chat")
def send_message(self, prompt, stream=True):
"""Método unificado para enviar mensajes y mantener el streaming"""
try:
if self.chat is None:
self.initialize_chat()
if stream:
return self.chat.send_message_stream(prompt)
return self.chat.send_message(prompt)
except Exception as e:
print(f"Error al enviar mensaje: {e}")
# Reintentar una vez si hay error
try:
self.initialize_chat()
if stream:
return self.chat.send_message_stream(prompt)
return self.chat.send_message(prompt)
except Exception as retry_error:
raise RuntimeError(
f"Fallo al enviar mensaje tras reintento. Error original: {e}. "
f"Error de reintento: {retry_error}"
) from retry_error
def generate_chat_title(self, prompt, model_name=None):
"""Genera un título para el chat basado en el primer mensaje"""
try:
if model_name is None:
model_name = DEFAULT_GEMINI_MODEL
if self.client is None:
self.client = genai.Client(api_key=os.environ.get('GOOGLE_API_KEY'))
title_response = self.client.models.generate_content(
model=model_name,
contents=(
"Genera un título natural y humano en español (3 a 6 palabras) "
"que resuma esta consulta. No uses separadores tipo '|', no uses etiquetas, "
"no uses comillas y evita formato robótico. Devuelve solo el título final: "
f"'{prompt}'"
)
)
cleaned_title = " ".join(
title_response.text.strip().replace('"', '').replace('|', ' ').split()
)
return " ".join(cleaned_title.split()[:6])
except Exception as e:
print(f"Error al generar título: {e}")
return None
def save_chat_history(self, chat_id=None):
"""Guarda el historial del chat"""
if chat_id is None:
chat_id = self.chat_id
serialized_history = self._serialize_gemini_history(self.gemini_history)
os.makedirs(self._user_data_dir(), exist_ok=True)
joblib.dump(self.messages, self._st_messages_path(chat_id))
joblib.dump(serialized_history, self._gemini_messages_path(chat_id))
def load_chat_history(self, chat_id=None):
"""Carga el historial del chat"""
if chat_id is None:
chat_id = self.chat_id
try:
self.messages = joblib.load(self._st_messages_path(chat_id))
loaded_history = joblib.load(self._gemini_messages_path(chat_id))
self.gemini_history = self._deserialize_gemini_history(loaded_history)
return True
except (FileNotFoundError, EOFError):
self.messages = []
self.gemini_history = []
return False
def _st_messages_path(self, chat_id):
return f'{self._user_data_dir()}/{chat_id}-st_messages'
def _gemini_messages_path(self, chat_id):
return f'{self._user_data_dir()}/{chat_id}-gemini_messages'
def _user_data_dir(self):
return f'{DATA_DIR}/{self.user_namespace}'
def _serialize_gemini_history(self, history):
"""Convierte tipos del SDK (Content/Part) a diccionarios serializables."""
serialized = []
for item in history or []:
if isinstance(item, dict):
serialized.append(item)
continue
if hasattr(item, "model_dump"):
serialized.append(item.model_dump(mode="python"))
continue
if hasattr(item, "to_dict"):
serialized.append(item.to_dict())
continue
serialized.append(item)
return serialized
def _deserialize_gemini_history(self, history):
"""Reconstruye Content para rehidratar chat history en google-genai."""
deserialized = []
for item in history or []:
if isinstance(item, dict) and "role" in item and "parts" in item:
role = item.get("role")
parts_data = item.get("parts", [])
parts = []
for part in parts_data:
if isinstance(part, dict) and "text" in part:
parts.append(types.Part(text=part["text"]))
elif isinstance(part, str):
parts.append(types.Part(text=part))
if parts:
deserialized.append(types.Content(role=role, parts=parts))
continue
deserialized.append(item)
return deserialized
def has_messages(self):
"""Verifica si hay mensajes en el historial"""
return len(self.messages) > 0
def has_prompt(self):
"""Verifica si hay un prompt en el estado de la sesión"""
return self.prompt is not None and self.prompt.strip() != ""