Сохранение контекста ИИ в БД.

Имя ИИ-модели и температура задаются в конфиге.
This commit is contained in:
Kirill Kirilenko 2026-01-24 01:40:30 +03:00
parent 73cd047c82
commit 01de81cd3f
8 changed files with 176 additions and 102 deletions

View file

@ -1,9 +1,10 @@
from dataclasses import dataclass
from typing import List, Dict, Optional
from typing import List, Tuple
from openrouter import OpenRouter, RetryConfig
from openrouter.utils import BackoffStrategy
from database import BasicDatabase
GROUP_CHAT_SYSTEM_PROMPT = """
Ты - ИИ-помощник в групповом чате.\n
@ -12,63 +13,80 @@ GROUP_CHAT_SYSTEM_PROMPT = """
Сообщения пользователей будут приходить в следующем формате: '[Имя]: текст сообщения'\n
При ответе НЕ нужно указывать пользователя, которому он предназначен.
"""
GROUP_CHAT_MAX_MESSAGES = 20
PRIVATE_CHAT_SYSTEM_PROMPT = """
Ты - ИИ-помощник в чате c пользователем.\n
Отвечай на вопросы и поддерживай контекст беседы.
"""
class ChatContext:
def __init__(self, max_messages: int):
self.max_messages: int = max_messages
self.messages: List[Dict[str, str]] = []
def add_message(self, role: str, content: str):
if len(self.messages) == self.max_messages:
# Всегда сохраняем в контексте системное сообщение
self.messages.pop(1)
self.messages.append({"role": role, "content": content})
def get_messages_for_api(self) -> List[Dict[str, str]]:
return self.messages
def remove_last_message(self):
self.messages.pop()
PRIVATE_CHAT_MAX_MESSAGES = 40
@dataclass()
class Message:
user_name: str = None
text: str = None
message_id: int = None
class AiAgent:
def __init__(self, api_token: str):
def __init__(self, api_token: str, model: str, model_temp: float, db: BasicDatabase):
retry_config = RetryConfig(strategy="backoff",
backoff=BackoffStrategy(
initial_interval=2000, max_interval=8000, exponent=2, max_elapsed_time=14000),
retry_connection_errors=True)
self.model = "meta-llama/llama-3.3-70b-instruct:free"
self.db = db
self.model = model
self.model_temp = model_temp
self.client = OpenRouter(api_key=api_token, retry_config=retry_config)
self.chat_contexts: Dict[int, ChatContext] = {}
async def get_group_chat_reply(self, chat_id: int, chat_prompt: str,
message: Message, forwarded_messages: List[Message]) -> str:
message_text = message.text
async def get_group_chat_reply(self, chat_id: int,
message: Message, forwarded_messages: List[Message]) -> Tuple[str, bool]:
message_text = f"[{message.user_name}]: {message.text}"
for fwd_message in forwarded_messages:
message_text += '\n<Цитируемое сообщение от {}>\n'.format(fwd_message.user_name)
message_text += fwd_message.text + '\n'
message_text += '<Конец цитаты>'
context = self._get_chat_context(is_group_chat=True, chat_id=chat_id, chat_prompt=chat_prompt)
context.add_message(role="user", content=f"[{message.user_name}]: {message_text}")
context = self._get_chat_context(is_group_chat=True, chat_id=chat_id)
context.append({"role": "user", "content": message_text})
try:
# Get response from OpenRouter
response = await self.client.chat.send_async(
model=self.model,
messages=context.get_messages_for_api(),
messages=context,
max_tokens=500,
temperature=self.model_temp
)
# Extract AI response
ai_response = response.choices[0].message.content
# Add message and AI response to context
self.db.context_add_message(chat_id=chat_id, role="user", content=message_text,
message_id=message.message_id, max_messages=GROUP_CHAT_MAX_MESSAGES)
self.db.context_add_message(chat_id=chat_id, role="assistant", content=ai_response,
message_id=None, max_messages=GROUP_CHAT_MAX_MESSAGES)
return ai_response, True
except Exception as e:
if str(e).find("Rate limit exceeded") != -1:
return "Извините, достигнут дневной лимит запросов к ИИ (обновляется в 03:00 МСК).", False
else:
print(f"Ошибка выполнения запроса к ИИ: {e}")
return f"Извините, при обработке запроса произошла ошибка.", False
async def get_private_chat_reply(self, chat_id: int, message: str, message_id: int) -> Tuple[str, bool]:
context = self._get_chat_context(is_group_chat=False, chat_id=chat_id)
context.append({"role": "user", "content": message})
try:
# Get response from OpenRouter
response = await self.client.chat.send_async(
model=self.model,
messages=context,
max_tokens=500,
temperature=0.5
)
@ -76,71 +94,41 @@ class AiAgent:
# Extract AI response
ai_response = response.choices[0].message.content
# Add AI response to context
context.add_message(role="assistant", content=ai_response)
# Add message and AI response to context
self.db.context_add_message(chat_id=chat_id, role="user", content=message,
message_id=message_id, max_messages=PRIVATE_CHAT_MAX_MESSAGES)
self.db.context_add_message(chat_id=chat_id, role="assistant", content=ai_response,
message_id=None, max_messages=PRIVATE_CHAT_MAX_MESSAGES)
return ai_response
return ai_response, True
except Exception as e:
context.remove_last_message()
if str(e).find("Rate limit exceeded") != -1:
return "Извините, достигнут дневной лимит запросов к ИИ (обновляется в 03:00 МСК)."
return "Извините, достигнут дневной лимит запросов к ИИ (обновляется в 03:00 МСК).", False
else:
print(f"Ошибка выполнения запроса к ИИ: {e}")
return f"Извините, при обработке запроса произошла ошибка."
return f"Извините, при обработке запроса произошла ошибка.", False
async def get_private_chat_reply(self, chat_id: int, chat_prompt: str, message: str) -> str:
context = self._get_chat_context(is_group_chat=False, chat_id=chat_id, chat_prompt=chat_prompt)
context.add_message(role="user", content=message)
try:
# Get response from OpenRouter
response = await self.client.chat.send_async(
model=self.model,
messages=context.get_messages_for_api(),
max_tokens=500,
temperature=0.5
)
# Extract AI response
ai_response = response.choices[0].message.content
# Add AI response to context
context.add_message(role="assistant", content=ai_response)
return ai_response
except Exception as e:
context.remove_last_message()
if str(e).find("Rate limit exceeded") != -1:
return "Извините, достигнут дневной лимит запросов к ИИ (обновляется в 03:00 МСК)."
else:
print(f"Ошибка выполнения запроса к ИИ: {e}")
return f"Извините, при обработке запроса произошла ошибка."
def set_last_response_id(self, chat_id: int, message_id: int):
self.db.context_set_last_message_id(chat_id, message_id)
def clear_chat_context(self, chat_id: int):
self.chat_contexts.pop(chat_id, None)
self.db.context_clear(chat_id)
def _get_chat_context(self, is_group_chat: bool, chat_id: int, chat_prompt: Optional[str]) -> ChatContext:
"""Get or create chat context for a specific chat"""
if chat_id not in self.chat_contexts:
if is_group_chat:
self.chat_contexts[chat_id] = ChatContext(max_messages=20)
prompt = GROUP_CHAT_SYSTEM_PROMPT
else:
self.chat_contexts[chat_id] = ChatContext(max_messages=40)
prompt = PRIVATE_CHAT_SYSTEM_PROMPT
def _get_chat_context(self, is_group_chat: bool, chat_id: int) -> list[dict]:
prompt = GROUP_CHAT_SYSTEM_PROMPT if is_group_chat else PRIVATE_CHAT_SYSTEM_PROMPT
if chat_prompt is not None:
prompt += '\n\n' + chat_prompt
chat = self.db.create_chat_if_not_exists(chat_id)
if chat['ai_prompt'] is not None:
prompt += '\n\n' + chat['ai_prompt']
self.chat_contexts[chat_id].add_message(role="system", content=prompt)
return self.chat_contexts[chat_id]
messages = self.db.context_get_messages(chat_id)
return [{"role": "system", "content": prompt}] + messages
agent: AiAgent
def create_ai_agent(api_token: str):
def create_ai_agent(api_token: str, model: str, model_temp: float, db: BasicDatabase):
global agent
agent = AiAgent(api_token)
agent = AiAgent(api_token, model, model_temp, db)

View file

@ -1,5 +1,5 @@
from datetime import datetime
from typing import List, Union
from typing import List, Optional, Union
from pyodbc import connect, SQL_CHAR, SQL_WCHAR, Row
@ -106,6 +106,58 @@ class BasicDatabase:
def reset_messages_month(self):
self.cursor.execute("UPDATE users SET messages_month = 0")
def context_get_messages(self, chat_id: int) -> list[dict]:
self.cursor.execute("""
SELECT role, content FROM contexts
WHERE chat_id = ? AND message_id IS NOT NULL
ORDER BY message_id
""", chat_id)
return self._to_dict(self.cursor.fetchall())
def context_get_count(self, chat_id: int) -> int:
self.cursor.execute("SELECT COUNT(*) FROM contexts WHERE chat_id = ?", chat_id)
return self.cursor.fetchval()
def context_add_message(self, chat_id: int, role: str, content: str, message_id: Optional[int], max_messages: int):
self._context_trim(chat_id, max_messages)
if message_id is not None:
self.cursor.execute("""
INSERT INTO contexts (chat_id, message_id, role, content)
VALUES (?, ?, ?, ?)
""", chat_id, message_id, role, content)
else:
self.cursor.execute("""
INSERT INTO contexts (chat_id, role, content)
VALUES (?, ?, ?)
""", chat_id, role, content)
def context_set_last_message_id(self, chat_id: int, message_id: int):
self.cursor.execute("""
UPDATE contexts SET message_id = ?
WHERE chat_id = ? AND message_id IS NULL
""", message_id, chat_id)
def _context_trim(self, chat_id: int, max_messages: int):
current_count = self.context_get_count(chat_id)
while current_count >= max_messages:
oldest_message_id = self.cursor.execute("""
SELECT message_id FROM contexts
WHERE chat_id = ? AND message_id IS NOT NULL
ORDER BY message_id ASC
LIMIT 1
""", chat_id).fetchval()
if oldest_message_id:
self.cursor.execute("DELETE FROM contexts WHERE chat_id = ? AND message_id = ?",
chat_id, oldest_message_id)
current_count -= 1
else:
break
def context_clear(self, chat_id: int):
self.cursor.execute("DELETE FROM contexts WHERE chat_id = ?", chat_id)
def create_chat_if_not_exists(self, chat_id: int):
chat = self.get_chat(chat_id)
if chat is None:
@ -130,7 +182,7 @@ class BasicDatabase:
result[column] = args[i]
return result
elif isinstance(args, list) and all(isinstance(item, Row) for item in args):
results = []
results: list[dict] = []
for row in args:
row_dict = {}
for i, column in enumerate(columns):

View file

@ -4,7 +4,8 @@ import json
from aiogram import Bot, Dispatcher
from ai_agent import create_ai_agent
from tg.tg_database import create_database
import tg.tg_database as database
from . import handlers
from . import tasks
@ -16,8 +17,11 @@ async def main() -> None:
print('Конфигурация загружена.')
bot = Bot(token=config['api_token'])
create_database(config['db_connection_string'])
create_ai_agent(config['openrouter_token'])
database.create_database(config['db_connection_string'])
create_ai_agent(config['openrouter_token'],
config['openrouter_model'],
config['openrouter_model_temp'],
database.DB)
dp = Dispatcher()
dp.include_router(handlers.router)

View file

@ -85,10 +85,13 @@ async def any_message_handler(message: Message):
return
ai_message.user_name = await get_user_name_for_ai(message.from_user)
chat_prompt = chat['ai_prompt']
ai_message.message_id = message.message_id
await message.reply(
await utils.run_with_progress(
partial(ai_agent.agent.get_group_chat_reply, chat_id, chat_prompt, ai_message, ai_fwd_messages),
answer, success = await utils.run_with_progress(
partial(ai_agent.agent.get_group_chat_reply, chat_id, ai_message, ai_fwd_messages),
partial(message.bot.send_chat_action, chat_id, 'typing'),
interval=4))
interval=4)
answer_id = (await message.reply(answer)).message_id
if success:
ai_agent.agent.set_last_response_id(chat_id, answer_id)

View file

@ -7,7 +7,7 @@ class TgDatabase(database.BasicDatabase):
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS chats (
id BIGINT,
id BIGINT NOT NULL,
active TINYINT NOT NULL DEFAULT 0,
rules VARCHAR(4000),
greeting_join VARCHAR(2000),
@ -17,8 +17,8 @@ class TgDatabase(database.BasicDatabase):
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS users (
chat_id BIGINT,
user_id BIGINT,
chat_id BIGINT NOT NULL,
user_id BIGINT NOT NULL,
last_message BIGINT NOT NULL DEFAULT 0,
messages_today SMALLINT NOT NULL DEFAULT 0,
messages_month SMALLINT NOT NULL DEFAULT 0,
@ -28,6 +28,16 @@ class TgDatabase(database.BasicDatabase):
CONSTRAINT fk_users_chats FOREIGN KEY (chat_id) REFERENCES chats (id) ON UPDATE CASCADE ON DELETE CASCADE)
""")
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS contexts (
chat_id BIGINT NOT NULL,
message_id BIGINT,
role VARCHAR(16) NOT NULL,
content VARCHAR(2000) NOT NULL,
UNIQUE KEY contexts_unique (chat_id, message_id),
CONSTRAINT fk_contexts_chats FOREIGN KEY (chat_id) REFERENCES chats (id) ON UPDATE CASCADE ON DELETE CASCADE)
""")
self.conn.commit()

View file

@ -3,7 +3,8 @@ import json
from vkbottle.bot import Bot as VkBot
from ai_agent import create_ai_agent
from vk.vk_database import create_database
import vk.vk_database as database
from . import handlers
from . import tasks
@ -15,8 +16,11 @@ if __name__ == '__main__':
print('Конфигурация загружена.')
bot = VkBot(config['api_token'], labeler=handlers.labeler)
create_database(config['db_connection_string'])
create_ai_agent(config["openrouter_token"])
database.create_database(config['db_connection_string'])
create_ai_agent(config['openrouter_token'],
config['openrouter_model'],
config['openrouter_model_temp'],
database.DB)
bot.loop_wrapper.on_startup.append(tasks.startup_task(bot.api))
bot.loop_wrapper.add_task(tasks.daily_maintenance_task(bot.api))

View file

@ -87,10 +87,13 @@ async def any_message_handler(message: Message):
return
ai_message.user_name = await get_user_name_for_ai(message.ctx_api, message.from_id)
chat_prompt = chat['ai_prompt']
ai_message.message_id = message.conversation_message_id
await message.reply(
await utils.run_with_progress(
partial(ai_agent.agent.get_group_chat_reply, chat_id, chat_prompt, ai_message, ai_fwd_messages),
answer, success = await utils.run_with_progress(
partial(ai_agent.agent.get_group_chat_reply, chat_id, ai_message, ai_fwd_messages),
partial(message.ctx_api.messages.set_activity, peer_id=chat_id, type='typing'),
interval=4))
interval=4)
answer_id = (await message.reply(answer)).conversation_message_id
if success:
ai_agent.agent.set_last_response_id(chat_id, answer_id)

View file

@ -7,7 +7,7 @@ class VkDatabase(database.BasicDatabase):
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS chats (
id BIGINT,
id BIGINT NOT NULL,
active TINYINT NOT NULL DEFAULT 0,
rules VARCHAR(4000),
greeting_join VARCHAR(2000),
@ -19,8 +19,8 @@ class VkDatabase(database.BasicDatabase):
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS users (
chat_id BIGINT,
user_id BIGINT,
chat_id BIGINT NOT NULL,
user_id BIGINT NOT NULL,
last_message BIGINT NOT NULL DEFAULT 0,
messages_today SMALLINT NOT NULL DEFAULT 0,
messages_month SMALLINT NOT NULL DEFAULT 0,
@ -31,6 +31,16 @@ class VkDatabase(database.BasicDatabase):
CONSTRAINT fk_users_chats FOREIGN KEY (chat_id) REFERENCES chats (id) ON UPDATE CASCADE ON DELETE CASCADE)
""")
self.cursor.execute("""
CREATE TABLE IF NOT EXISTS contexts (
chat_id BIGINT NOT NULL,
message_id BIGINT,
role VARCHAR(16) NOT NULL,
content VARCHAR(2000) NOT NULL,
UNIQUE KEY contexts_unique (chat_id, message_id),
CONSTRAINT fk_contexts_chats FOREIGN KEY (chat_id) REFERENCES chats (id) ON UPDATE CASCADE ON DELETE CASCADE)
""")
self.conn.commit()
def user_toggle_happy_birthday(self, chat_id: int, user_id: int, happy_birthday: int):