bot.py 17 KB

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  1. import openai
  2. import markdown2
  3. import duckdb
  4. import tiktoken
  5. import asyncio
  6. from nio import (
  7. AsyncClient,
  8. AsyncClientConfig,
  9. WhoamiResponse,
  10. DevicesResponse,
  11. Event,
  12. Response,
  13. MatrixRoom,
  14. Api,
  15. RoomMessagesError,
  16. MegolmEvent,
  17. GroupEncryptionError,
  18. EncryptionError,
  19. RoomMessageText,
  20. RoomSendResponse,
  21. SyncResponse
  22. )
  23. from nio.crypto import Olm
  24. from typing import Optional, List, Dict
  25. from configparser import ConfigParser
  26. from datetime import datetime
  27. import uuid
  28. from .logging import Logger
  29. from migrations import migrate
  30. from callbacks import RESPONSE_CALLBACKS, EVENT_CALLBACKS
  31. from commands import COMMANDS
  32. from .store import DuckDBStore
  33. class GPTBot:
  34. # Default values
  35. database: Optional[duckdb.DuckDBPyConnection] = None
  36. default_room_name: str = "GPTBot" # Default name of rooms created by the bot
  37. default_system_message: str = "You are a helpful assistant."
  38. # Force default system message to be included even if a custom room message is set
  39. force_system_message: bool = False
  40. max_tokens: int = 3000 # Maximum number of input tokens
  41. max_messages: int = 30 # Maximum number of messages to consider as input
  42. model: str = "gpt-3.5-turbo" # OpenAI chat model to use
  43. matrix_client: Optional[AsyncClient] = None
  44. sync_token: Optional[str] = None
  45. logger: Optional[Logger] = Logger()
  46. openai_api_key: Optional[str] = None
  47. @classmethod
  48. def from_config(cls, config: ConfigParser):
  49. """Create a new GPTBot instance from a config file.
  50. Args:
  51. config (ConfigParser): ConfigParser instance with the bot's config.
  52. Returns:
  53. GPTBot: The new GPTBot instance.
  54. """
  55. # Create a new GPTBot instance
  56. bot = cls()
  57. # Set the database connection
  58. bot.database = duckdb.connect(
  59. config["Database"]["Path"]) if "Database" in config and "Path" in config["Database"] else None
  60. # Override default values
  61. if "GPTBot" in config:
  62. bot.default_room_name = config["GPTBot"].get(
  63. "DefaultRoomName", bot.default_room_name)
  64. bot.default_system_message = config["GPTBot"].get(
  65. "SystemMessage", bot.default_system_message)
  66. bot.force_system_message = config["GPTBot"].getboolean(
  67. "ForceSystemMessage", bot.force_system_message)
  68. bot.max_tokens = config["OpenAI"].getint("MaxTokens", bot.max_tokens)
  69. bot.max_messages = config["OpenAI"].getint(
  70. "MaxMessages", bot.max_messages)
  71. bot.model = config["OpenAI"].get("Model", bot.model)
  72. bot.openai_api_key = config["OpenAI"]["APIKey"]
  73. # Set up the Matrix client
  74. assert "Matrix" in config, "Matrix config not found"
  75. homeserver = config["Matrix"]["Homeserver"]
  76. bot.matrix_client = AsyncClient(homeserver)
  77. bot.matrix_client.access_token = config["Matrix"]["AccessToken"]
  78. bot.matrix_client.user_id = config["Matrix"].get("UserID")
  79. bot.matrix_client.device_id = config["Matrix"].get("DeviceID")
  80. # Return the new GPTBot instance
  81. return bot
  82. async def _get_user_id(self) -> str:
  83. """Get the user ID of the bot from the whoami endpoint.
  84. Requires an access token to be set up.
  85. Returns:
  86. str: The user ID of the bot.
  87. """
  88. assert self.matrix_client, "Matrix client not set up"
  89. user_id = self.matrix_client.user_id
  90. if not user_id:
  91. assert self.matrix_client.access_token, "Access token not set up"
  92. response = await self.matrix_client.whoami()
  93. if isinstance(response, WhoamiResponse):
  94. user_id = response.user_id
  95. else:
  96. raise Exception(f"Could not get user ID: {response}")
  97. return user_id
  98. async def _last_n_messages(self, room: str | MatrixRoom, n: Optional[int]):
  99. messages = []
  100. n = n or bot.max_messages
  101. room_id = room.room_id if isinstance(room, MatrixRoom) else room
  102. self.logger.log(
  103. f"Fetching last {2*n} messages from room {room_id} (starting at {self.sync_token})...")
  104. response = await self.matrix_client.room_messages(
  105. room_id=room_id,
  106. start=self.sync_token,
  107. limit=2*n,
  108. )
  109. if isinstance(response, RoomMessagesError):
  110. raise Exception(
  111. f"Error fetching messages: {response.message} (status code {response.status_code})", "error")
  112. for event in response.chunk:
  113. if len(messages) >= n:
  114. break
  115. if isinstance(event, MegolmEvent):
  116. try:
  117. event = await self.matrix_client.decrypt_event(event)
  118. except (GroupEncryptionError, EncryptionError):
  119. self.logger.log(
  120. f"Could not decrypt message {event.event_id} in room {room_id}", "error")
  121. continue
  122. if isinstance(event, RoomMessageText):
  123. if event.body.startswith("!gptbot ignoreolder"):
  124. break
  125. if not event.body.startswith("!"):
  126. messages.append(event)
  127. self.logger.log(f"Found {len(messages)} messages (limit: {n})")
  128. # Reverse the list so that messages are in chronological order
  129. return messages[::-1]
  130. def _truncate(self, messages: list, max_tokens: Optional[int] = None,
  131. model: Optional[str] = None, system_message: Optional[str] = None):
  132. max_tokens = max_tokens or self.max_tokens
  133. model = model or self.model
  134. system_message = self.default_system_message if system_message is None else system_message
  135. encoding = tiktoken.encoding_for_model(model)
  136. total_tokens = 0
  137. system_message_tokens = 0 if not system_message else (
  138. len(encoding.encode(system_message)) + 1)
  139. if system_message_tokens > max_tokens:
  140. self.logger.log(
  141. f"System message is too long to fit within token limit ({system_message_tokens} tokens) - cannot proceed", "error")
  142. return []
  143. total_tokens += system_message_tokens
  144. total_tokens = len(system_message) + 1
  145. truncated_messages = []
  146. for message in [messages[0]] + list(reversed(messages[1:])):
  147. content = message["content"]
  148. tokens = len(encoding.encode(content)) + 1
  149. if total_tokens + tokens > max_tokens:
  150. break
  151. total_tokens += tokens
  152. truncated_messages.append(message)
  153. return [truncated_messages[0]] + list(reversed(truncated_messages[1:]))
  154. async def _get_device_id(self) -> str:
  155. """Guess the device ID of the bot.
  156. Requires an access token to be set up.
  157. Returns:
  158. str: The guessed device ID.
  159. """
  160. assert self.matrix_client, "Matrix client not set up"
  161. device_id = self.matrix_client.device_id
  162. if not device_id:
  163. assert self.matrix_client.access_token, "Access token not set up"
  164. devices = await self.matrix_client.devices()
  165. if isinstance(devices, DevicesResponse):
  166. device_id = devices.devices[0].id
  167. return device_id
  168. async def process_command(self, room: MatrixRoom, event: RoomMessageText):
  169. self.logger.log(
  170. f"Received command {event.body} from {event.sender} in room {room.room_id}")
  171. command = event.body.split()[1] if event.body.split()[1:] else None
  172. await COMMANDS.get(command, COMMANDS[None])(room, event, self)
  173. async def event_callback(self,room: MatrixRoom, event: Event):
  174. self.logger.log("Received event: " + str(event), "debug")
  175. for eventtype, callback in EVENT_CALLBACKS.items():
  176. if isinstance(event, eventtype):
  177. await callback(room, event, self)
  178. async def response_callback(self, response: Response):
  179. for response_type, callback in RESPONSE_CALLBACKS.items():
  180. if isinstance(response, response_type):
  181. await callback(response, self)
  182. async def accept_pending_invites(self):
  183. """Accept all pending invites."""
  184. assert self.matrix_client, "Matrix client not set up"
  185. invites = self.matrix_client.invited_rooms
  186. for invite in invites.keys():
  187. await self.matrix_client.join(invite)
  188. async def send_message(self, room: MatrixRoom, message: str, notice: bool = False):
  189. markdowner = markdown2.Markdown(extras=["fenced-code-blocks"])
  190. formatted_body = markdowner.convert(message)
  191. msgtype = "m.notice" if notice else "m.text"
  192. msgcontent = {"msgtype": msgtype, "body": message,
  193. "format": "org.matrix.custom.html", "formatted_body": formatted_body}
  194. content = None
  195. if self.matrix_client.olm and room.encrypted:
  196. try:
  197. if not room.members_synced:
  198. responses = []
  199. responses.append(await self.matrix_client.joined_members(room.room_id))
  200. if self.matrix_client.olm.should_share_group_session(room.room_id):
  201. try:
  202. event = self.matrix_client.sharing_session[room.room_id]
  203. await event.wait()
  204. except KeyError:
  205. await self.matrix_client.share_group_session(
  206. room.room_id,
  207. ignore_unverified_devices=True,
  208. )
  209. if msgtype != "m.reaction":
  210. response = self.matrix_client.encrypt(
  211. room.room_id, "m.room.message", msgcontent)
  212. msgtype, content = response
  213. except Exception as e:
  214. self.logger.log(
  215. f"Error encrypting message: {e} - sending unencrypted", "error")
  216. raise
  217. if not content:
  218. msgtype = "m.room.message"
  219. content = msgcontent
  220. method, path, data = Api.room_send(
  221. self.matrix_client.access_token, room.room_id, msgtype, content, uuid.uuid4()
  222. )
  223. return await self.matrix_client._send(RoomSendResponse, method, path, data, (room.room_id,))
  224. async def run(self):
  225. """Start the bot."""
  226. # Set up the Matrix client
  227. assert self.matrix_client, "Matrix client not set up"
  228. assert self.matrix_client.access_token, "Access token not set up"
  229. if not self.matrix_client.user_id:
  230. self.matrix_client.user_id = await self._get_user_id()
  231. if not self.matrix_client.device_id:
  232. self.matrix_client.device_id = await self._get_device_id()
  233. # Set up database
  234. IN_MEMORY = False
  235. if not self.database:
  236. self.logger.log(
  237. "No database connection set up, using in-memory database. Data will be lost on bot shutdown.")
  238. IN_MEMORY = True
  239. self.database = DuckDBPyConnection(":memory:")
  240. self.logger.log("Running migrations...")
  241. before, after = migrate(self.database)
  242. if before != after:
  243. self.logger.log(f"Migrated from version {before} to {after}.")
  244. else:
  245. self.logger.log(f"Already at latest version {after}.")
  246. if IN_MEMORY:
  247. client_config = AsyncClientConfig(
  248. store_sync_tokens=True, encryption_enabled=False)
  249. else:
  250. matrix_store = DuckDBStore
  251. client_config = AsyncClientConfig(
  252. store_sync_tokens=True, encryption_enabled=True, store=matrix_store)
  253. self.matrix_client.config = client_config
  254. self.matrix_client.store = matrix_store(
  255. self.matrix_client.user_id,
  256. self.matrix_client.device_id,
  257. self.database
  258. )
  259. self.matrix_client.olm = Olm(
  260. self.matrix_client.user_id,
  261. self.matrix_client.device_id,
  262. self.matrix_client.store
  263. )
  264. self.matrix_client.encrypted_rooms = self.matrix_client.store.load_encrypted_rooms()
  265. # Run initial sync
  266. sync = await self.matrix_client.sync(timeout=30000)
  267. if isinstance(sync, SyncResponse):
  268. await self.response_callback(sync)
  269. else:
  270. self.logger.log(f"Initial sync failed, aborting: {sync}", "error")
  271. return
  272. # Set up callbacks
  273. self.matrix_client.add_event_callback(self.event_callback, Event)
  274. self.matrix_client.add_response_callback(self.response_callback, Response)
  275. # Accept pending invites
  276. self.logger.log("Accepting pending invites...")
  277. await self.accept_pending_invites()
  278. # Start syncing events
  279. self.logger.log("Starting sync loop...")
  280. try:
  281. await self.matrix_client.sync_forever(timeout=30000)
  282. finally:
  283. self.logger.log("Syncing one last time...")
  284. await self.matrix_client.sync(timeout=30000)
  285. async def process_query(self, room: MatrixRoom, event: RoomMessageText):
  286. await self.matrix_client.room_typing(room.room_id, True)
  287. await self.matrix_client.room_read_markers(room.room_id, event.event_id)
  288. try:
  289. last_messages = await self._last_n_messages(room.room_id, 20)
  290. except Exception as e:
  291. self.logger.log(f"Error getting last messages: {e}", "error")
  292. await self.send_message(
  293. room, "Something went wrong. Please try again.", True)
  294. return
  295. system_message = self.get_system_message(room)
  296. chat_messages = [{"role": "system", "content": system_message}]
  297. for message in last_messages:
  298. role = "assistant" if message.sender == self.matrix_client.user_id else "user"
  299. if not message.event_id == event.event_id:
  300. chat_messages.append({"role": role, "content": message.body})
  301. chat_messages.append({"role": "user", "content": event.body})
  302. # Truncate messages to fit within the token limit
  303. truncated_messages = self._truncate(
  304. chat_messages, self.max_tokens - 1, system_message=system_message)
  305. try:
  306. response, tokens_used = await self.generate_chat_response(truncated_messages)
  307. except Exception as e:
  308. self.logger.log(f"Error generating response: {e}", "error")
  309. await self.send_message(
  310. room, "Something went wrong. Please try again.", True)
  311. return
  312. if response:
  313. self.logger.log(f"Sending response to room {room.room_id}...")
  314. # Convert markdown to HTML
  315. message = await self.send_message(room, response)
  316. if self.database:
  317. self.logger.log("Storing record of tokens used...")
  318. with self.database.cursor() as cursor:
  319. cursor.execute(
  320. "INSERT INTO token_usage (message_id, room_id, tokens, timestamp) VALUES (?, ?, ?, ?)",
  321. (message.event_id, room.room_id, tokens_used, datetime.now()))
  322. self.database.commit()
  323. else:
  324. # Send a notice to the room if there was an error
  325. self.logger.log("Didn't get a response from GPT API", "error")
  326. send_message(
  327. room, "Something went wrong. Please try again.", True)
  328. await self.matrix_client.room_typing(room.room_id, False)
  329. async def generate_chat_response(self, messages: List[Dict[str, str]]) -> str:
  330. """Generate a response to a chat message.
  331. Args:
  332. messages (List[Dict[str, str]]): A list of messages to use as context.
  333. Returns:
  334. str: The response to the chat.
  335. """
  336. self.logger.log(f"Generating response to {len(messages)} messages...")
  337. response = openai.ChatCompletion.create(
  338. model=self.model,
  339. messages=messages,
  340. api_key=self.openai_api_key
  341. )
  342. result_text = response.choices[0].message['content']
  343. tokens_used = response.usage["total_tokens"]
  344. self.logger.log(f"Generated response with {tokens_used} tokens.")
  345. return result_text, tokens_used
  346. def get_system_message(self, room: MatrixRoom | int) -> str:
  347. default = self.default_system_message
  348. if isinstance(room, int):
  349. room_id = room
  350. else:
  351. room_id = room.room_id
  352. with self.database.cursor() as cur:
  353. cur.execute(
  354. "SELECT body FROM system_messages WHERE room_id = ? ORDER BY timestamp DESC LIMIT 1",
  355. (room_id,)
  356. )
  357. system_message = cur.fetchone()
  358. complete = ((default if ((not system_message) or self.force_system_message) else "") + (
  359. "\n\n" + system_message[0] if system_message else "")).strip()
  360. return complete
  361. def __del__(self):
  362. """Close the bot."""
  363. if self.matrix_client:
  364. asyncio.run(self.matrix_client.close())
  365. if self.database:
  366. self.database.close()