Files
AstrBot/packages/astrbot/long_term_memory.py
T
Soulter 369eab18ab Refactor: 重构配置文件管理,以支持更灵活的、会话粒度的(基于 umo part)配置文件隔离 (#2328)
* refactor: 重构配置文件管理,以支持更灵活的、基于 umo part 的配置文件隔离

* Refactor: 重构配置前端页面,新增数个配置项 (#2331)

* refactor: 重构配置前端页面,新增数个配置项

* feat: 完善多配置文件结构

* perf: 系统配置入口

* fix: normal config item list not display

* fix: 修复 axios 请求中的上下文引用问题
2025-08-13 09:18:49 +08:00

163 lines
6.8 KiB
Python

import datetime
import uuid
import random
import astrbot.api.star as star
from astrbot.api.event import AstrMessageEvent
from astrbot.api.platform import MessageType
from astrbot.api.provider import ProviderRequest
from astrbot.api.message_components import Plain, Image
from astrbot import logger
from collections import defaultdict
from astrbot.core.astrbot_config_mgr import AstrBotConfigManager
"""
聊天记忆增强
"""
class LongTermMemory:
def __init__(self, acm: AstrBotConfigManager, context: star.Context):
self.acm = acm
self.context = context
self.session_chats = defaultdict(list)
"""记录群成员的群聊记录"""
def cfg(self, event: AstrMessageEvent):
cfg = self.context.get_config(umo=event.unified_msg_origin)
try:
max_cnt = int(cfg["group_message_max_cnt"])
except BaseException as e:
logger.error(e)
max_cnt = 300
image_caption = cfg["image_caption"]
image_caption_prompt = cfg["image_caption_prompt"] # TODO: 去掉这个配置项
image_caption_provider_id = cfg["image_caption_provider_id"] # TODO: 去掉这个配置项
active_reply = cfg["active_reply"]
enable_active_reply = active_reply.get("enable", False)
ar_method = active_reply["method"]
ar_possibility = active_reply["possibility_reply"]
ar_prompt = active_reply.get("prompt", "")
ar_whitelist = active_reply.get("whitelist", [])
ret = {
"max_cnt": max_cnt,
"image_caption": image_caption,
"image_caption_prompt": image_caption_prompt,
"image_caption_provider_id": image_caption_provider_id,
"enable_active_reply": enable_active_reply,
"ar_method": ar_method,
"ar_possibility": ar_possibility,
"ar_prompt": ar_prompt,
"ar_whitelist": ar_whitelist,
}
return ret
async def remove_session(self, event: AstrMessageEvent) -> int:
cnt = 0
if event.unified_msg_origin in self.session_chats:
cnt = len(self.session_chats[event.unified_msg_origin])
del self.session_chats[event.unified_msg_origin]
return cnt
async def get_image_caption(
self, image_url: str, image_caption_provider_id: str, image_caption_prompt: str
) -> str:
if not image_caption_provider_id:
provider = self.context.get_using_provider()
else:
provider = self.context.get_provider_by_id(image_caption_provider_id)
if not provider:
raise Exception(f"没有找到 ID 为 {image_caption_provider_id} 的提供商")
response = await provider.text_chat(
prompt=image_caption_prompt,
session_id=uuid.uuid4().hex,
image_urls=[image_url],
persist=False,
)
return response.completion_text
async def need_active_reply(self, event: AstrMessageEvent) -> bool:
cfg = self.cfg(event)
if not cfg["enable_active_reply"]:
return False
if event.get_message_type() != MessageType.GROUP_MESSAGE:
return False
if event.is_at_or_wake_command:
# if the message is a command, let it pass
return False
if cfg["ar_whitelist"] and (
event.unified_msg_origin not in cfg["ar_whitelist"]
and (event.get_group_id() and event.get_group_id() not in cfg["ar_whitelist"])
):
return False
match cfg["ar_method"]:
case "possibility_reply":
trig = random.random() < cfg["ar_possibility"]
return trig
return False
async def handle_message(self, event: AstrMessageEvent):
"""仅支持群聊"""
if event.get_message_type() == MessageType.GROUP_MESSAGE:
datetime_str = datetime.datetime.now().strftime("%H:%M:%S")
final_message = f"[{event.message_obj.sender.nickname}/{datetime_str}]: "
cfg = self.cfg(event)
for comp in event.get_messages():
if isinstance(comp, Plain):
final_message += f" {comp.text}"
elif isinstance(comp, Image):
cfg = self.cfg(event)
if cfg["image_caption"]:
try:
caption = await self.get_image_caption(
comp.url if comp.url else comp.file,
cfg["image_caption_provider_id"],
cfg["image_caption_prompt"],
)
final_message += f" [Image: {caption}]"
except Exception as e:
logger.error(f"获取图片描述失败: {e}")
else:
final_message += " [Image]"
logger.debug(f"ltm | {event.unified_msg_origin} | {final_message}")
self.session_chats[event.unified_msg_origin].append(final_message)
if len(self.session_chats[event.unified_msg_origin]) > cfg["max_cnt"]:
self.session_chats[event.unified_msg_origin].pop(0)
async def on_req_llm(self, event: AstrMessageEvent, req: ProviderRequest):
"""当触发 LLM 请求前,调用此方法修改 req"""
if event.unified_msg_origin not in self.session_chats:
return
chats_str = "\n---\n".join(self.session_chats[event.unified_msg_origin])
cfg = self.cfg(event)
if cfg["enable_active_reply"]:
prompt = req.prompt
req.prompt = f"You are now in a chatroom. The chat history is as follows:\n{chats_str}"
req.prompt += f"\nNow, a new message is coming: `{prompt}`. Please react to it. Only output your response and do not output any other information."
req.contexts = [] # 清空上下文,当使用了主动回复,所有聊天记录都在一个prompt中。
else:
req.system_prompt += (
"You are now in a chatroom. The chat history is as follows: \n"
)
req.system_prompt += chats_str
async def after_req_llm(self, event: AstrMessageEvent):
if event.unified_msg_origin not in self.session_chats:
return
if event.get_result() and event.get_result().is_llm_result():
final_message = f"[You/{datetime.datetime.now().strftime('%H:%M:%S')}]: {event.get_result().get_plain_text()}"
logger.debug(f"ltm | {event.unified_msg_origin} | {final_message}")
self.session_chats[event.unified_msg_origin].append(final_message)
cfg = self.cfg(event)
if len(self.session_chats[event.unified_msg_origin]) > cfg["max_cnt"]:
self.session_chats[event.unified_msg_origin].pop(0)