forked from HSE_team/BetterCallPraskovia
обработка вопросов
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0
tg_bot/application/__init__.py
Normal file
0
tg_bot/application/__init__.py
Normal file
0
tg_bot/application/services/__init__.py
Normal file
0
tg_bot/application/services/__init__.py
Normal file
139
tg_bot/application/services/rag_service.py
Normal file
139
tg_bot/application/services/rag_service.py
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@ -0,0 +1,139 @@
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import aiohttp
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from tg_bot.infrastructure.external.deepseek_client import DeepSeekClient
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from tg_bot.config.settings import settings
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BACKEND_URL = "http://localhost:8001/api/v1"
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class RAGService:
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def __init__(self):
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self.deepseek_client = DeepSeekClient()
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async def search_documents_in_collections(
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self,
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user_telegram_id: str,
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query: str,
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limit_per_collection: int = 5
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) -> list[dict]:
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try:
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async with aiohttp.ClientSession() as session:
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async with session.get(
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f"{BACKEND_URL}/users/telegram/{user_telegram_id}"
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) as user_response:
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if user_response.status != 200:
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return []
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user_data = await user_response.json()
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user_uuid = str(user_data.get("user_id"))
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if not user_uuid:
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return []
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async with session.get(
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f"{BACKEND_URL}/collections/",
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headers={"X-Telegram-ID": user_telegram_id}
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) as collections_response:
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if collections_response.status != 200:
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return []
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collections = await collections_response.json()
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all_documents = []
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for collection in collections:
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collection_id = collection.get("collection_id")
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if not collection_id:
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continue
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try:
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async with aiohttp.ClientSession() as search_session:
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async with search_session.get(
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f"{BACKEND_URL}/documents/collection/{collection_id}",
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params={"search": query, "limit": limit_per_collection},
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headers={"X-Telegram-ID": user_telegram_id}
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) as search_response:
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if search_response.status == 200:
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documents = await search_response.json()
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for doc in documents:
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doc["collection_name"] = collection.get("name", "Unknown")
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all_documents.append(doc)
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except Exception as e:
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print(f"Error searching collection {collection_id}: {e}")
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continue
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return all_documents[:20]
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except Exception as e:
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print(f"Error searching documents: {e}")
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return []
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async def generate_answer_with_rag(
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self,
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question: str,
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user_telegram_id: str
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) -> dict:
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documents = await self.search_documents_in_collections(
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user_telegram_id,
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question
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)
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context_parts = []
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sources = []
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for doc in documents[:5]:
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title = doc.get("title", "Без названия")
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content = doc.get("content", "")[:1000]
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collection_name = doc.get("collection_name", "Unknown")
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context_parts.append(f"Документ: {title}\nКоллекция: {collection_name}\nСодержание: {content[:500]}...")
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sources.append({
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"title": title,
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"collection": collection_name,
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"document_id": doc.get("document_id")
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})
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context = "\n\n".join(context_parts) if context_parts else "Релевантные документы не найдены."
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system_prompt = """Ты - помощник-юрист, который отвечает на вопросы на основе предоставленных документов.
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Используй информацию из документов для формирования точного и полезного ответа.
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Если в документах нет информации для ответа, честно скажи об этом."""
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user_prompt = f"""Контекст из документов:
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{context}
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Вопрос пользователя: {question}
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Ответь на вопрос, используя информацию из предоставленных документов. Если информации недостаточно, укажи это."""
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try:
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messages = [
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt}
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]
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response = await self.deepseek_client.chat_completion(
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messages=messages,
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temperature=0.7,
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max_tokens=2000
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)
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return {
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"answer": response.get("content", "Failed to generate answer"),
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"sources": sources,
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"usage": response.get("usage", {})
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}
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except Exception as e:
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print(f"Error generating answer: {e}")
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if documents:
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return {
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"answer": f"Found {len(documents)} documents but failed to generate answer",
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"sources": sources[:3],
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"usage": {}
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}
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else:
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return {
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"answer": "No relevant documents found",
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"sources": [],
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"usage": {}
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}
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@ -26,6 +26,9 @@ class Settings(BaseSettings):
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YOOKASSA_RETURN_URL: str = "https://t.me/vibelawyer_bot"
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YOOKASSA_WEBHOOK_SECRET: Optional[str] = None
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DEEPSEEK_API_KEY: Optional[str] = None
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DEEPSEEK_API_URL: str = "https://api.deepseek.com/v1/chat/completions"
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ADMIN_IDS_STR: str = ""
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@property
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0
tg_bot/domain/__init__.py
Normal file
0
tg_bot/domain/__init__.py
Normal file
0
tg_bot/domain/services/__init__.py
Normal file
0
tg_bot/domain/services/__init__.py
Normal file
29
tg_bot/domain/services/user_service.py
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29
tg_bot/domain/services/user_service.py
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@ -0,0 +1,29 @@
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from sqlalchemy.orm import Session
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from datetime import datetime, timedelta
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from tg_bot.infrastructure.database.models import UserModel
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class UserService:
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def __init__(self, session: Session):
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self.session = session
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async def activate_premium(self, telegram_id: int) -> bool:
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try:
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user = self.session.query(UserModel) \
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.filter(UserModel.telegram_id == str(telegram_id)) \
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.first()
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if user:
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user.is_premium = True
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if user.premium_until and user.premium_until > datetime.now():
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user.premium_until = user.premium_until + timedelta(days=30)
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else:
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user.premium_until = datetime.now() + timedelta(days=30)
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self.session.commit()
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return True
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else:
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return False
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except Exception as e:
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print(f"Error activating premium: {e}")
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self.session.rollback()
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return False
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0
tg_bot/infrastructure/external/__init__.py
vendored
Normal file
0
tg_bot/infrastructure/external/__init__.py
vendored
Normal file
172
tg_bot/infrastructure/external/deepseek_client.py
vendored
Normal file
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tg_bot/infrastructure/external/deepseek_client.py
vendored
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import json
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from typing import Optional, AsyncIterator
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import httpx
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from tg_bot.config.settings import settings
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class DeepSeekAPIError(Exception):
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pass
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class DeepSeekClient:
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def __init__(self, api_key: str | None = None, api_url: str | None = None):
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self.api_key = api_key or settings.DEEPSEEK_API_KEY
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self.api_url = api_url or settings.DEEPSEEK_API_URL
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self.timeout = 60.0
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def _get_headers(self) -> dict[str, str]:
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if not self.api_key:
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raise DeepSeekAPIError("API key not set")
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return {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {self.api_key}"
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}
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async def chat_completion(
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self,
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messages: list[dict[str, str]],
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model: str = "deepseek-chat",
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temperature: float = 0.7,
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max_tokens: Optional[int] = None,
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stream: bool = False
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) -> dict:
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if not self.api_key:
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return {
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"content": "API key not configured",
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"usage": {
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"prompt_tokens": 0,
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"completion_tokens": 0,
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"total_tokens": 0
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}
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}
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payload = {
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"model": model,
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"messages": messages,
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"temperature": temperature,
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"stream": stream
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}
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if max_tokens is not None:
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payload["max_tokens"] = max_tokens
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try:
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async with httpx.AsyncClient(timeout=self.timeout) as client:
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response = await client.post(
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self.api_url,
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headers=self._get_headers(),
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json=payload
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)
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response.raise_for_status()
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data = response.json()
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if "choices" in data and len(data["choices"]) > 0:
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content = data["choices"][0]["message"]["content"]
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else:
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raise DeepSeekAPIError("Invalid response format")
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usage = data.get("usage", {})
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return {
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"content": content,
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"usage": {
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"prompt_tokens": usage.get("prompt_tokens", 0),
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"completion_tokens": usage.get("completion_tokens", 0),
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"total_tokens": usage.get("total_tokens", 0)
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}
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}
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except httpx.HTTPStatusError as e:
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error_msg = f"API error: {e.response.status_code}"
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try:
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error_data = e.response.json()
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if "error" in error_data:
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error_msg = error_data['error'].get('message', error_msg)
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except:
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pass
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raise DeepSeekAPIError(error_msg) from e
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except httpx.RequestError as e:
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raise DeepSeekAPIError(f"Connection error: {str(e)}") from e
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except Exception as e:
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raise DeepSeekAPIError(str(e)) from e
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async def stream_chat_completion(
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self,
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messages: list[dict[str, str]],
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model: str = "deepseek-chat",
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temperature: float = 0.7,
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max_tokens: Optional[int] = None
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) -> AsyncIterator[str]:
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if not self.api_key:
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yield "API key not configured"
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return
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payload = {
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"model": model,
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"messages": messages,
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"temperature": temperature,
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"stream": True
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}
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if max_tokens is not None:
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payload["max_tokens"] = max_tokens
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try:
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async with httpx.AsyncClient(timeout=self.timeout) as client:
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async with client.stream(
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"POST",
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self.api_url,
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headers=self._get_headers(),
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json=payload
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) as response:
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response.raise_for_status()
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async for line in response.aiter_lines():
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if not line.strip():
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continue
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if line.startswith("data: "):
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line = line[6:]
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if line.strip() == "[DONE]":
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break
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try:
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data = json.loads(line)
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if "choices" in data and len(data["choices"]) > 0:
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delta = data["choices"][0].get("delta", {})
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content = delta.get("content", "")
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if content:
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yield content
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except json.JSONDecodeError:
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continue
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except httpx.HTTPStatusError as e:
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error_msg = f"API error: {e.response.status_code}"
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try:
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error_data = e.response.json()
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if "error" in error_data:
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error_msg = error_data['error'].get('message', error_msg)
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except:
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pass
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raise DeepSeekAPIError(error_msg) from e
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except httpx.RequestError as e:
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raise DeepSeekAPIError(f"Connection error: {str(e)}") from e
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except Exception as e:
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raise DeepSeekAPIError(str(e)) from e
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async def health_check(self) -> bool:
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if not self.api_key:
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return False
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try:
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test_messages = [{"role": "user", "content": "test"}]
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await self.chat_completion(test_messages, max_tokens=1)
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return True
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except Exception:
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return False
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@ -7,7 +7,8 @@ from tg_bot.config.settings import settings
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from tg_bot.infrastructure.telegram.handlers import (
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start_handler,
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help_handler,
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stats_handler
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stats_handler,
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question_handler
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)
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logger = logging.getLogger(__name__)
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@ -22,6 +23,7 @@ async def create_bot() -> tuple[Bot, Dispatcher]:
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dp.include_router(start_handler.router)
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dp.include_router(help_handler.router)
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dp.include_router(stats_handler.router)
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dp.include_router(question_handler.router)
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return bot, dp
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306
tg_bot/infrastructure/telegram/handlers/question_handler.py
Normal file
306
tg_bot/infrastructure/telegram/handlers/question_handler.py
Normal file
@ -0,0 +1,306 @@
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from aiogram import Router, types
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from aiogram.types import Message
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from datetime import datetime
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import aiohttp
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from tg_bot.config.settings import settings
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from tg_bot.infrastructure.database.database import SessionLocal
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from tg_bot.infrastructure.database.models import UserModel
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from tg_bot.application.services.rag_service import RAGService
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router = Router()
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BACKEND_URL = "http://localhost:8001/api/v1"
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rag_service = RAGService()
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@router.message()
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async def handle_question(message: Message):
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user_id = message.from_user.id
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question_text = message.text.strip()
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if question_text.startswith('/'):
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return
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session = SessionLocal()
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try:
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user = session.query(UserModel).filter_by(
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telegram_id=str(user_id)
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).first()
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if not user:
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user = UserModel(
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telegram_id=str(user_id),
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username=message.from_user.username or "",
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first_name=message.from_user.first_name or "",
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last_name=message.from_user.last_name or ""
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)
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session.add(user)
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session.commit()
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await ensure_user_in_backend(str(user_id), message.from_user)
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if user.is_premium:
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await process_premium_question(message, user, question_text, session)
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elif user.questions_used < settings.FREE_QUESTIONS_LIMIT:
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await process_free_question(message, user, question_text, session)
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else:
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await handle_limit_exceeded(message, user)
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except Exception as e:
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print(f"Error processing question: {e}")
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await message.answer(
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"Произошла ошибка. Попробуйте позже.",
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parse_mode="HTML"
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)
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finally:
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session.close()
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async def ensure_user_in_backend(telegram_id: str, telegram_user):
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try:
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async with aiohttp.ClientSession() as session:
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async with session.get(
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f"{BACKEND_URL}/users/telegram/{telegram_id}"
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) as response:
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if response.status == 200:
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return
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async with session.post(
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f"{BACKEND_URL}/users",
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json={"telegram_id": telegram_id, "role": "user"}
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) as create_response:
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if create_response.status in [200, 201]:
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print(f"Пользователь {telegram_id} создан в backend")
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except Exception as e:
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print(f"Error creating user in backend: {e}")
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async def process_premium_question(message: Message, user: UserModel, question_text: str, session):
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user.questions_used += 1
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session.commit()
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await message.bot.send_chat_action(message.chat.id, "typing")
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try:
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rag_result = await rag_service.generate_answer_with_rag(
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question_text,
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str(message.from_user.id)
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)
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answer = rag_result.get("answer", "Извините, не удалось сгенерировать ответ.")
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sources = rag_result.get("sources", [])
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await save_conversation_to_backend(
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str(message.from_user.id),
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question_text,
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answer,
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sources
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)
|
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|
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response = (
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f"<b>Ваш вопрос:</b>\n"
|
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f"<i>{question_text[:200]}</i>\n\n"
|
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f"<b>Ответ:</b>\n{answer}\n\n"
|
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)
|
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if sources:
|
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response += f"<b>Источники из коллекций:</b>\n"
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collections_used = {}
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for source in sources[:5]:
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collection_name = source.get('collection', 'Неизвестно')
|
||||
if collection_name not in collections_used:
|
||||
collections_used[collection_name] = []
|
||||
collections_used[collection_name].append(source.get('title', 'Без названия'))
|
||||
|
||||
for i, (collection_name, titles) in enumerate(collections_used.items(), 1):
|
||||
response += f"{i}. <b>Коллекция:</b> {collection_name}\n"
|
||||
for title in titles[:2]:
|
||||
response += f" • {title}\n"
|
||||
response += "\n<i>Используйте /mycollections для просмотра всех коллекций</i>\n\n"
|
||||
|
||||
response += (
|
||||
f"<b>Статус:</b> Premium (вопросов безлимитно)\n"
|
||||
f"<b>Всего вопросов:</b> {user.questions_used}"
|
||||
)
|
||||
|
||||
except Exception as e:
|
||||
print(f"Error generating answer: {e}")
|
||||
response = (
|
||||
f"<b>Ваш вопрос:</b>\n"
|
||||
f"<i>{question_text[:200]}</i>\n\n"
|
||||
f"Ошибка при генерации ответа. Попробуйте позже.\n\n"
|
||||
f"<b>Статус:</b> Premium\n"
|
||||
f"<b>Всего вопросов:</b> {user.questions_used}"
|
||||
)
|
||||
|
||||
await message.answer(response, parse_mode="HTML")
|
||||
|
||||
|
||||
async def process_free_question(message: Message, user: UserModel, question_text: str, session):
|
||||
user.questions_used += 1
|
||||
remaining = settings.FREE_QUESTIONS_LIMIT - user.questions_used
|
||||
session.commit()
|
||||
|
||||
await message.bot.send_chat_action(message.chat.id, "typing")
|
||||
|
||||
try:
|
||||
rag_result = await rag_service.generate_answer_with_rag(
|
||||
question_text,
|
||||
str(message.from_user.id)
|
||||
)
|
||||
|
||||
answer = rag_result.get("answer", "Извините, не удалось сгенерировать ответ.")
|
||||
sources = rag_result.get("sources", [])
|
||||
|
||||
await save_conversation_to_backend(
|
||||
str(message.from_user.id),
|
||||
question_text,
|
||||
answer,
|
||||
sources
|
||||
)
|
||||
|
||||
response = (
|
||||
f"<b>Ваш вопрос:</b>\n"
|
||||
f"<i>{question_text[:200]}</i>\n\n"
|
||||
f"<b>Ответ:</b>\n{answer}\n\n"
|
||||
)
|
||||
|
||||
if sources:
|
||||
response += f"<b>Источники из коллекций:</b>\n"
|
||||
collections_used = {}
|
||||
for source in sources[:5]:
|
||||
collection_name = source.get('collection', 'Неизвестно')
|
||||
if collection_name not in collections_used:
|
||||
collections_used[collection_name] = []
|
||||
collections_used[collection_name].append(source.get('title', 'Без названия'))
|
||||
|
||||
for i, (collection_name, titles) in enumerate(collections_used.items(), 1):
|
||||
response += f"{i}. <b>Коллекция:</b> {collection_name}\n"
|
||||
for title in titles[:2]:
|
||||
response += f" • {title}\n"
|
||||
response += "\n<i>Используйте /mycollections для просмотра всех коллекций</i>\n\n"
|
||||
|
||||
response += (
|
||||
f"<b>Статус:</b> Бесплатный доступ\n"
|
||||
f"<b>Использовано вопросов:</b> {user.questions_used}/{settings.FREE_QUESTIONS_LIMIT}\n"
|
||||
f"<b>Осталось бесплатных:</b> {remaining}\n\n"
|
||||
)
|
||||
|
||||
if remaining <= 3 and remaining > 0:
|
||||
response += f"<i>Осталось мало вопросов! Для продолжения используйте /buy</i>\n\n"
|
||||
|
||||
response += f"<i>Для безлимитного доступа: /buy</i>"
|
||||
|
||||
except Exception as e:
|
||||
print(f"Error generating answer: {e}")
|
||||
response = (
|
||||
f"<b>Ваш вопрос:</b>\n"
|
||||
f"<i>{question_text[:200]}</i>\n\n"
|
||||
f"Ошибка при генерации ответа. Попробуйте позже.\n\n"
|
||||
f"<b>Статус:</b> Бесплатный доступ\n"
|
||||
f"<b>Использовано вопросов:</b> {user.questions_used}/{settings.FREE_QUESTIONS_LIMIT}\n"
|
||||
f"<b>Осталось бесплатных:</b> {remaining}\n\n"
|
||||
f"<i>Для безлимитного доступа: /buy</i>"
|
||||
)
|
||||
|
||||
await message.answer(response, parse_mode="HTML")
|
||||
|
||||
|
||||
async def save_conversation_to_backend(telegram_id: str, question: str, answer: str, sources: list):
|
||||
try:
|
||||
async with aiohttp.ClientSession() as session:
|
||||
async with session.get(
|
||||
f"{BACKEND_URL}/users/telegram/{telegram_id}"
|
||||
) as user_response:
|
||||
if user_response.status != 200:
|
||||
return
|
||||
user_data = await user_response.json()
|
||||
user_uuid = user_data.get("user_id")
|
||||
|
||||
async with session.get(
|
||||
f"{BACKEND_URL}/collections/",
|
||||
headers={"X-Telegram-ID": telegram_id}
|
||||
) as collections_response:
|
||||
collections = []
|
||||
if collections_response.status == 200:
|
||||
collections = await collections_response.json()
|
||||
|
||||
collection_id = None
|
||||
if collections:
|
||||
collection_id = collections[0].get("collection_id")
|
||||
else:
|
||||
async with session.post(
|
||||
f"{BACKEND_URL}/collections",
|
||||
json={
|
||||
"name": "Основная коллекция",
|
||||
"description": "Коллекция по умолчанию",
|
||||
"is_public": False
|
||||
},
|
||||
headers={"X-Telegram-ID": telegram_id}
|
||||
) as create_collection_response:
|
||||
if create_collection_response.status in [200, 201]:
|
||||
collection_data = await create_collection_response.json()
|
||||
collection_id = collection_data.get("collection_id")
|
||||
|
||||
if not collection_id:
|
||||
return
|
||||
|
||||
async with session.post(
|
||||
f"{BACKEND_URL}/conversations",
|
||||
json={"collection_id": str(collection_id)},
|
||||
headers={"X-Telegram-ID": telegram_id}
|
||||
) as conversation_response:
|
||||
if conversation_response.status not in [200, 201]:
|
||||
return
|
||||
conversation_data = await conversation_response.json()
|
||||
conversation_id = conversation_data.get("conversation_id")
|
||||
|
||||
if not conversation_id:
|
||||
return
|
||||
|
||||
await session.post(
|
||||
f"{BACKEND_URL}/messages",
|
||||
json={
|
||||
"conversation_id": str(conversation_id),
|
||||
"content": question,
|
||||
"role": "user"
|
||||
},
|
||||
headers={"X-Telegram-ID": telegram_id}
|
||||
)
|
||||
|
||||
await session.post(
|
||||
f"{BACKEND_URL}/messages",
|
||||
json={
|
||||
"conversation_id": str(conversation_id),
|
||||
"content": answer,
|
||||
"role": "assistant",
|
||||
"sources": {"documents": sources}
|
||||
},
|
||||
headers={"X-Telegram-ID": telegram_id}
|
||||
)
|
||||
|
||||
except Exception as e:
|
||||
print(f"Error saving conversation: {e}")
|
||||
|
||||
|
||||
async def handle_limit_exceeded(message: Message, user: UserModel):
|
||||
response = (
|
||||
f"<b>Лимит бесплатных вопросов исчерпан!</b>\n\n"
|
||||
|
||||
f"<b>Ваша статистика:</b>\n"
|
||||
f"• Использовано вопросов: {user.questions_used}\n"
|
||||
f"• Бесплатный лимит: {settings.FREE_QUESTIONS_LIMIT}\n\n"
|
||||
|
||||
f"<b>Что делать дальше?</b>\n"
|
||||
f"1. Купите подписку командой /buy\n"
|
||||
f"2. Получите неограниченный доступ к вопросам\n"
|
||||
f"3. Продолжайте использовать бот без ограничений\n\n"
|
||||
|
||||
f"<b>Подписка включает:</b>\n"
|
||||
f"• Неограниченное количество вопросов\n"
|
||||
f"• Приоритетную обработку\n"
|
||||
f"• Доступ ко всем функциям\n\n"
|
||||
|
||||
f"<b>Нажмите /buy чтобы продолжить</b>"
|
||||
)
|
||||
|
||||
await message.answer(response, parse_mode="HTML")
|
||||
Loading…
x
Reference in New Issue
Block a user