让回复更拟人化,增加高低意愿周期、添加简单的追问回答能力

pull/269/head
Pocketfans 2025-03-12 17:21:39 +08:00
parent c27447b6ca
commit ebded92049
2 changed files with 378 additions and 259 deletions

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@ -1,32 +1,26 @@
import re
import time
from random import random
from loguru import logger
from nonebot.adapters.onebot.v11 import (
Bot,
GroupMessageEvent,
MessageEvent,
PrivateMessageEvent,
)
from nonebot.adapters.onebot.v11 import Bot, GroupMessageEvent
from ..memory_system.memory import hippocampus
from ..moods.moods import MoodManager # 导入情绪管理器
from .config import global_config
from .cq_code import CQCode # 导入CQCode模块
from .emoji_manager import emoji_manager # 导入表情包管理器
from .llm_generator import ResponseGenerator
from .message import MessageSending, MessageRecv, MessageThinking, MessageSet
from .message_cq import (
MessageRecvCQ,
from .message import (
Message,
Message_Sending,
Message_Thinking, # 导入 Message_Thinking 类
MessageSet,
)
from .chat_stream import chat_manager
from .message_sender import message_manager # 导入新的消息管理器
from .relationship_manager import relationship_manager
from .storage import MessageStorage
from .utils import calculate_typing_time, is_mentioned_bot_in_message
from .utils_image import image_path_to_base64
from .utils import calculate_typing_time, is_mentioned_bot_in_txt
from .willing_manager import willing_manager # 导入意愿管理器
from .message_base import UserInfo, GroupInfo, Seg
class ChatBot:
@ -46,257 +40,188 @@ class ChatBot:
if not self._started:
self._started = True
async def handle_message(self, event: MessageEvent, bot: Bot) -> None:
"""处理收到的消息"""
async def handle_message(self, event: GroupMessageEvent, bot: Bot) -> None:
"""处理收到的消息"""
if event.group_id not in global_config.talk_allowed_groups:
return
self.bot = bot # 更新 bot 实例
# 用户屏蔽,不区分私聊/群聊
if event.user_id in global_config.ban_user_id:
return
# 处理私聊消息
if isinstance(event, PrivateMessageEvent):
if not global_config.enable_friend_chat: # 私聊过滤
return
else:
try:
user_info = UserInfo(
user_id=event.user_id,
user_nickname=(await bot.get_stranger_info(user_id=event.user_id, no_cache=True))["nickname"],
user_cardname=None,
platform="qq",
)
except Exception as e:
logger.error(f"获取陌生人信息失败: {e}")
return
logger.debug(user_info)
group_info = await bot.get_group_info(group_id=event.group_id)
sender_info = await bot.get_group_member_info(group_id=event.group_id, user_id=event.user_id, no_cache=True)
# group_info = GroupInfo(group_id=0, group_name="私聊", platform="qq")
group_info = None
await relationship_manager.update_relationship(user_id=event.user_id, data=sender_info)
await relationship_manager.update_relationship_value(user_id=event.user_id, relationship_value=0.5)
# 处理群聊消息
else:
# 白名单设定由nontbot侧完成
if event.group_id:
if event.group_id not in global_config.talk_allowed_groups:
return
user_info = UserInfo(
user_id=event.user_id,
user_nickname=event.sender.nickname,
user_cardname=event.sender.card or None,
platform="qq",
)
group_info = GroupInfo(group_id=event.group_id, group_name=None, platform="qq")
# group_info = await bot.get_group_info(group_id=event.group_id)
# sender_info = await bot.get_group_member_info(group_id=event.group_id, user_id=event.user_id, no_cache=True)
message_cq = MessageRecvCQ(
message = Message(
group_id=event.group_id,
user_id=event.user_id,
message_id=event.message_id,
user_info=user_info,
user_cardname=sender_info['card'],
raw_message=str(event.original_message),
group_info=group_info,
plain_text=event.get_plaintext(),
reply_message=event.reply,
platform="qq",
)
message_json = message_cq.to_dict()
await message.initialize()
# 进入maimbot
message = MessageRecv(message_json)
groupinfo = message.message_info.group_info
userinfo = message.message_info.user_info
messageinfo = message.message_info
# 消息过滤涉及到config有待更新
chat = await chat_manager.get_or_create_stream(
platform=messageinfo.platform, user_info=userinfo, group_info=groupinfo
)
message.update_chat_stream(chat)
await relationship_manager.update_relationship(
chat_stream=chat,
)
await relationship_manager.update_relationship_value(chat_stream=chat, relationship_value=0.5)
await message.process()
# 过滤词
for word in global_config.ban_words:
if word in message.processed_plain_text:
if word in message.detailed_plain_text:
logger.info(
f"[{chat.group_info.group_name if chat.group_info.group_id else '私聊'}]{userinfo.user_nickname}:{message.processed_plain_text}"
)
f"[{message.group_name}]{message.user_nickname}:{message.processed_plain_text}")
logger.info(f"[过滤词识别]消息中含有{word}filtered")
return
# 正则表达式过滤
for pattern in global_config.ban_msgs_regex:
if re.search(pattern, message.raw_message):
logger.info(
f"[{chat.group_info.group_name if chat.group_info.group_id else '私聊'}]{message.user_nickname}:{message.raw_message}"
)
logger.info(f"[正则表达式过滤]消息匹配到{pattern}filtered")
return
current_time = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(messageinfo.time))
current_time = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(message.time))
# topic=await topic_identifier.identify_topic_llm(message.processed_plain_text)
topic = ""
topic = ''
interested_rate = 0
interested_rate = await hippocampus.memory_activate_value(message.processed_plain_text) / 100
logger.debug(f"{message.processed_plain_text}的激活度:{interested_rate}")
logger.debug(f"{message.processed_plain_text}"
f"的激活度:{interested_rate}")
# logger.info(f"\033[1;32m[主题识别]\033[0m 使用{global_config.topic_extract}主题: {topic}")
await self.storage.store_message(message, chat, topic[0] if topic else None)
await self.storage.store_message(message, topic[0] if topic else None)
is_mentioned = is_mentioned_bot_in_message(message)
reply_probability = await willing_manager.change_reply_willing_received(
chat_stream=chat,
topic=topic[0] if topic else None,
is_mentioned_bot=is_mentioned,
config=global_config,
is_emoji=message.is_emoji,
interested_rate=interested_rate,
is_mentioned = is_mentioned_bot_in_txt(message.processed_plain_text)
reply_probability = willing_manager.change_reply_willing_received(
event.group_id,
topic[0] if topic else None,
is_mentioned,
global_config,
event.user_id,
message.is_emoji,
interested_rate
)
current_willing = willing_manager.get_willing(chat_stream=chat)
current_willing = willing_manager.get_willing(event.group_id)
logger.info(
f"[{current_time}][{chat.group_info.group_name if chat.group_info.group_id else '私聊'}]{chat.user_info.user_nickname}:"
f"{message.processed_plain_text}[回复意愿:{current_willing:.2f}][概率:{reply_probability * 100:.1f}%]"
)
f"[{current_time}][{message.group_name}]{message.user_nickname}:"
f"{message.processed_plain_text}[回复意愿:{current_willing:.2f}][概率:{reply_probability * 100:.1f}%]")
response = None
response = ""
if random() < reply_probability:
bot_user_info = UserInfo(
user_id=global_config.BOT_QQ,
user_nickname=global_config.BOT_NICKNAME,
platform=messageinfo.platform,
)
thinking_time_point = round(time.time(), 2)
think_id = "mt" + str(thinking_time_point)
thinking_message = MessageThinking(
message_id=think_id,
chat_stream=chat,
bot_user_info=bot_user_info,
reply=message,
)
tinking_time_point = round(time.time(), 2)
think_id = 'mt' + str(tinking_time_point)
thinking_message = Message_Thinking(message=message, message_id=think_id)
message_manager.add_message(thinking_message)
willing_manager.change_reply_willing_sent(chat)
willing_manager.change_reply_willing_sent(thinking_message.group_id)
response, raw_content = await self.gpt.generate_response(message)
# print(f"response: {response}")
if response:
# print(f"有response: {response}")
container = message_manager.get_container(chat.stream_id)
container = message_manager.get_container(event.group_id)
thinking_message = None
# 找到message,删除
# print(f"开始找思考消息")
for msg in container.messages:
if isinstance(msg, MessageThinking) and msg.message_info.message_id == think_id:
# print(f"找到思考消息: {msg}")
if isinstance(msg, Message_Thinking) and msg.message_id == think_id:
thinking_message = msg
container.messages.remove(msg)
# print(f"\033[1;32m[思考消息删除]\033[0m 已找到思考消息对象,开始删除")
break
# 如果找不到思考消息,直接返回
if not thinking_message:
logger.warning("未找到对应的思考消息,可能已超时被移除")
logger.warning(f"未找到对应的思考消息,可能已超时被移除")
return
# 记录开始思考的时间,避免从思考到回复的时间太久
thinking_start_time = thinking_message.thinking_start_time
message_set = MessageSet(chat, think_id)
message_set = MessageSet(event.group_id, global_config.BOT_QQ,
think_id) # 发送消息的id和产生发送消息的message_thinking是一致的
# 计算打字时间1是为了模拟打字2是避免多条回复乱序
accu_typing_time = 0
# print(f"\033[1;32m[开始回复]\033[0m 开始将回复1载入发送容器")
mark_head = False
for msg in response:
# print(f"\033[1;32m[回复内容]\033[0m {msg}")
# 通过时间改变时间戳
typing_time = calculate_typing_time(msg)
logger.debug(f"typing_time: {typing_time}")
accu_typing_time += typing_time
timepoint = thinking_time_point + accu_typing_time
message_segment = Seg(type="text", data=msg)
# logger.debug(f"message_segment: {message_segment}")
bot_message = MessageSending(
timepoint = tinking_time_point + accu_typing_time
bot_message = Message_Sending(
group_id=event.group_id,
user_id=global_config.BOT_QQ,
message_id=think_id,
chat_stream=chat,
bot_user_info=bot_user_info,
sender_info=userinfo,
message_segment=message_segment,
reply=message,
is_head=not mark_head,
is_emoji=False,
raw_message=msg,
plain_text=msg,
processed_plain_text=msg,
user_nickname=global_config.BOT_NICKNAME,
group_name=message.group_name,
time=timepoint, # 记录了回复生成的时间
thinking_start_time=thinking_start_time, # 记录了思考开始的时间
reply_message_id=message.message_id
)
print(f"bot_message: {bot_message}")
await bot_message.initialize()
if not mark_head:
bot_message.is_head = True
mark_head = True
print(f"添加消息到message_set: {bot_message}")
message_set.add_message(bot_message)
# message_set 可以直接加入 message_manager
# print(f"\033[1;32m[回复]\033[0m 将回复载入发送容器")
logger.debug("添加message_set到message_manager")
message_manager.add_message(message_set)
bot_response_time = thinking_time_point
bot_response_time = tinking_time_point
if random() < global_config.emoji_chance:
emoji_raw = await emoji_manager.get_emoji_for_text(response)
# 检查是否 <没有找到> emoji
if emoji_raw != None:
emoji_path, description = emoji_raw
emoji_path, discription = emoji_raw
emoji_cq = image_path_to_base64(emoji_path)
emoji_cq = CQCode.create_emoji_cq(emoji_path)
if random() < 0.5:
bot_response_time = thinking_time_point - 1
bot_response_time = tinking_time_point - 1
else:
bot_response_time = bot_response_time + 1
message_segment = Seg(type="emoji", data=emoji_cq)
bot_message = MessageSending(
message_id=think_id,
chat_stream=chat,
bot_user_info=bot_user_info,
sender_info=userinfo,
message_segment=message_segment,
reply=message,
is_head=False,
bot_message = Message_Sending(
group_id=event.group_id,
user_id=global_config.BOT_QQ,
message_id=0,
raw_message=emoji_cq,
plain_text=emoji_cq,
processed_plain_text=emoji_cq,
detailed_plain_text=discription,
user_nickname=global_config.BOT_NICKNAME,
group_name=message.group_name,
time=bot_response_time,
is_emoji=True,
translate_cq=False,
thinking_start_time=thinking_start_time,
# reply_message_id=message.message_id
)
await bot_message.initialize()
message_manager.add_message(bot_message)
emotion = await self.gpt._get_emotion_tags(raw_content)
logger.debug(f"'{response}' 获取到的情感标签为:{emotion}")
valuedict = {
"happy": 0.5,
"angry": -1,
"sad": -0.5,
"surprised": 0.2,
"disgusted": -1.5,
"fearful": -0.7,
"neutral": 0.1,
'happy': 0.5,
'angry': -1,
'sad': -0.5,
'surprised': 0.2,
'disgusted': -1.5,
'fearful': -0.7,
'neutral': 0.1
}
await relationship_manager.update_relationship_value(
chat_stream=chat, relationship_value=valuedict[emotion[0]]
)
await relationship_manager.update_relationship_value(message.user_id,
relationship_value=valuedict[emotion[0]])
# 使用情绪管理器更新情绪
self.mood_manager.update_mood_from_emotion(emotion[0], global_config.mood_intensity_factor)
# willing_manager.change_reply_willing_after_sent(
# chat_stream=chat
# )
# willing_manager.change_reply_willing_after_sent(event.group_id)
# 创建全局ChatBot实例

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@ -1,104 +1,297 @@
import asyncio
from typing import Dict
import random
import time
from loguru import logger
from .config import global_config
from .chat_stream import ChatStream
class WillingManager:
def __init__(self):
self.chat_reply_willing: Dict[str, float] = {} # 存储每个聊天流的回复意愿
self.chat_reply_willing: Dict[str, float] = {} # 存储每个聊天流的回复意愿
self.group_reply_willing = {} # 存储每个群的回复意愿
self.group_high_willing_until = {} # 存储每个群高回复意愿的截止时间
self.group_next_high_willing_time = {} # 存储每个群下一次高回复意愿的开始时间
self.group_message_counter = {} # 存储每个群的消息计数
self._decay_task = None
self._started = False
self.min_reply_willing = 0.02
self.max_reply_willing = 3.0
self.attenuation_coefficient = 0.9
# 高频率回复周期配置
self.high_willing_min_minutes = 3 # 高回复意愿持续时间最短3分钟
self.high_willing_max_minutes = 4 # 高回复意愿持续时间最长4分钟
# 低频率回复周期配置
self.cycle_min_minutes = 10 # 两次高回复意愿之间的时间间隔最短10分钟
self.cycle_max_minutes = 30 # 两次高回复意愿之间的时间间隔最长30分钟
# 回复意愿变化配置
self.high_willing_increase = 0.1 # 高回复期内未回复时的意愿增加
self.low_willing_increase = 0.01 # 低回复期内未回复时的意愿增加
self.reply_willing_decrease = 0.35 # 回复后的意愿降低
self.mentioned_willing_increase = 0.2 # 被@时的意愿增加
self.mentioned_msg_count = 6 # 被@时的消息计数增加值
# 消息计数器相关配置
self.high_period_msg_threshold = 4 # 高回复期内,至少累积几条消息才考虑回复
self.low_period_msg_threshold = 12 # 低回复期内,至少累积几条消息才考虑回复
# 高回复意愿期的回复意愿基础值
self.high_willing_base = 1.0
# 回复概率上限
self.high_period_max_probability = 0.65 # 高回复期内最大回复概率
self.low_period_max_probability = 0.5 # 低回复期内最大回复概率
self.mentioned_max_probability = 0.5 # 被@时的最大回复概率
# 低频群组配置
self.low_freq_high_period_min_probability = 0.15 # 低频群组在高回复期的最低回复概率
self.low_freq_msg_threshold_reduction = 2 # 低频群组在高回复期的消息阈值降低值
def _generate_high_willing_period(self) -> int:
"""生成高回复意愿的随机持续时间(秒)"""
minutes = random.uniform(self.high_willing_min_minutes, self.high_willing_max_minutes)
return int(minutes * 60)
def _generate_next_cycle_time(self) -> int:
"""生成下一个高回复意愿周期的等待时间(秒)"""
minutes = random.uniform(self.cycle_min_minutes, self.cycle_max_minutes)
return int(minutes * 60)
async def _decay_reply_willing(self):
"""定期衰减回复意愿"""
"""定期衰减回复意愿并管理周期"""
while True:
await asyncio.sleep(5)
for chat_id in self.chat_reply_willing:
self.chat_reply_willing[chat_id] = max(0, self.chat_reply_willing[chat_id] * 0.6)
for chat_id in self.chat_reply_willing:
self.chat_reply_willing[chat_id] = max(0, self.chat_reply_willing[chat_id] * 0.6)
await asyncio.sleep(5) # 每5秒检查一次
current_time = time.time()
def get_willing(self,chat_stream:ChatStream) -> float:
"""获取指定聊天流的回复意愿"""
stream = chat_stream
if stream:
return self.chat_reply_willing.get(stream.stream_id, 0)
return 0
for group_id in list(self.group_reply_willing.keys()):
# 检查是否处于高回复意愿期
if group_id in self.group_high_willing_until:
# 如果当前时间超过高回复意愿期,大幅度降低回复意愿
if current_time > self.group_high_willing_until[group_id]:
self.group_reply_willing[group_id] = self.min_reply_willing
# 移除过期的时间记录
self.group_high_willing_until.pop(group_id)
# 重置消息计数器
self.group_message_counter[group_id] = 0
def set_willing(self, chat_id: str, willing: float):
"""设置指定聊天流的回复意愿"""
self.chat_reply_willing[chat_id] = willing
def set_willing(self, chat_id: str, willing: float):
"""设置指定聊天流的回复意愿"""
self.chat_reply_willing[chat_id] = willing
# 设置下一次高回复意愿期的开始时间
next_cycle_time = self._generate_next_cycle_time()
self.group_next_high_willing_time[group_id] = current_time + next_cycle_time
logger.debug(f"群组 {group_id} 高回复意愿期结束,回复意愿重置为 {self.min_reply_willing}"
f"将在 {next_cycle_time/60:.1f} 分钟后进入下一个高回复意愿期")
else:
# 在高回复意愿期内,轻微衰减
self.group_reply_willing[group_id] = max(
0.5, # 高回复意愿期的最低值
self.group_reply_willing[group_id] * 0.95 # 轻微衰减
)
# 检查是否需要进入高回复意愿期
elif group_id in self.group_next_high_willing_time:
if current_time > self.group_next_high_willing_time[group_id]:
# 是时候进入新的高回复意愿期了
high_period = self._generate_high_willing_period()
self.group_high_willing_until[group_id] = current_time + high_period
self.group_reply_willing[group_id] = self.high_willing_base
# 重置消息计数器
self.group_message_counter[group_id] = 0
# 移除下次高意愿时间记录
self.group_next_high_willing_time.pop(group_id)
logger.debug(f"群组 {group_id} 进入新的高回复意愿期,持续 {high_period/60:.1f} 分钟")
else:
# 正常衰减
self.group_reply_willing[group_id] = max(
self.min_reply_willing,
self.group_reply_willing[group_id] * self.attenuation_coefficient
)
else:
# 正常衰减
self.group_reply_willing[group_id] = max(
self.min_reply_willing,
self.group_reply_willing[group_id] * self.attenuation_coefficient
)
async def change_reply_willing_received(self,
chat_stream:ChatStream,
topic: str = None,
is_mentioned_bot: bool = False,
config = None,
is_emoji: bool = False,
interested_rate: float = 0) -> float:
"""改变指定聊天流的回复意愿并返回回复概率"""
# 获取或创建聊天流
stream = chat_stream
chat_id = stream.stream_id
# 初始化下一次高回复意愿期
if group_id not in self.group_next_high_willing_time:
next_cycle_time = self._generate_next_cycle_time()
self.group_next_high_willing_time[group_id] = current_time + next_cycle_time
logger.debug(f"群组 {group_id} 将在 {next_cycle_time/60:.1f} 分钟后进入高回复意愿期")
current_willing = self.chat_reply_willing.get(chat_id, 0)
def get_willing(self, group_id: int) -> float:
"""获取指定群组的回复意愿"""
return self.group_reply_willing.get(group_id, 0)
# print(f"初始意愿: {current_willing}")
if is_mentioned_bot and current_willing < 1.0:
current_willing += 0.9
print(f"被提及, 当前意愿: {current_willing}")
elif is_mentioned_bot:
current_willing += 0.05
print(f"被重复提及, 当前意愿: {current_willing}")
def set_willing(self, group_id: int, willing: float):
"""设置指定群组的回复意愿"""
self.group_reply_willing[group_id] = willing
# 如果设置了较高的意愿值,可能需要立即进入高回复意愿期
if willing > 1.0 and group_id not in self.group_high_willing_until:
high_period = self._generate_high_willing_period()
self.group_high_willing_until[group_id] = time.time() + high_period
# 重置消息计数器
self.group_message_counter[group_id] = 0
# 清除下次高意愿时间安排
if group_id in self.group_next_high_willing_time:
self.group_next_high_willing_time.pop(group_id)
logger.debug(f"群组 {group_id} 立即进入高回复意愿期,持续 {high_period/60:.1f} 分钟")
def change_reply_willing_received(self, group_id: int, topic: str, is_mentioned_bot: bool, config,
user_id: int = None, is_emoji: bool = False, interested_rate: float = 0) -> float:
# 若非目标回复群组则直接return
if group_id not in config.talk_allowed_groups:
reply_probability = 0
return reply_probability
# 初始化消息计数器(如果不存在)
if group_id not in self.group_message_counter:
self.group_message_counter[group_id] = 0
# 增加消息计数
self.group_message_counter[group_id] += 1
# 初始化群组意愿值(如果不存在)
if group_id not in self.group_reply_willing:
self.group_reply_willing[group_id] = self.min_reply_willing
# 为新群组初始化下一次高回复意愿期
next_cycle_time = self._generate_next_cycle_time()
self.group_next_high_willing_time[group_id] = time.time() + next_cycle_time
logger.debug(f"新群组 {group_id} 将在 {next_cycle_time/60:.1f} 分钟后进入高回复意愿期")
else:
# 根据当前处于高/低回复期来决定意愿增加量
current_willing = self.group_reply_willing.get(group_id, 0)
# 判断是否在高回复意愿期
in_high_period = group_id in self.group_high_willing_until and time.time() < self.group_high_willing_until[group_id]
# 根据不同周期选择不同的意愿增加量
willing_increase = self.high_willing_increase if in_high_period else self.low_willing_increase
self.group_reply_willing[group_id] = min(
self.max_reply_willing,
current_willing + willing_increase
)
period_type = "" if in_high_period else ""
logger.debug(f"[{group_id}]处于{period_type}回复期,增加意愿: +{willing_increase},当前: {self.group_reply_willing[group_id]}")
current_willing = self.group_reply_willing.get(group_id, 0)
logger.debug(f"[{group_id}]的初始回复意愿: {current_willing}")
# 根据消息类型被cue/表情包)调控
if is_mentioned_bot:
# 被@时增加一定意愿值,但不会太高
current_willing = min(
self.max_reply_willing,
current_willing + self.mentioned_willing_increase
)
# 被提及时增加一定消息计数,但不会直接确保回复
self.group_message_counter[group_id] = min(
self.group_message_counter[group_id] + self.mentioned_msg_count,
self.low_period_msg_threshold # 最多增加到低周期阈值
)
logger.debug(f"被提及, 当前意愿: {current_willing}, 消息计数增加到: {self.group_message_counter[group_id]}")
if is_emoji:
current_willing *= 0.1
print(f"表情包, 当前意愿: {current_willing}")
current_willing *= 0.5
logger.debug(f"表情包, 当前意愿: {current_willing}")
print(f"放大系数_interested_rate: {global_config.response_interested_rate_amplifier}")
interested_rate *= global_config.response_interested_rate_amplifier #放大回复兴趣度
if interested_rate > 0.4:
# print(f"兴趣度: {interested_rate}, 当前意愿: {current_willing}")
current_willing += interested_rate-0.4
# 兴趣放大系数,若兴趣 > 0.4则增加回复概率
interested_rate_amplifier = global_config.response_interested_rate_amplifier
logger.debug(f"放大系数_interested_rate: {interested_rate_amplifier}")
interested_rate *= interested_rate_amplifier
current_willing *= global_config.response_willing_amplifier #放大回复意愿
# print(f"放大系数_willing: {global_config.response_willing_amplifier}, 当前意愿: {current_willing}")
current_willing += max(
0.0,
interested_rate - 0.4
)
reply_probability = max((current_willing - 0.45) * 2, 0)
# 回复意愿系数调控,独立乘区
willing_amplifier = max(
global_config.response_willing_amplifier,
self.min_reply_willing
)
current_willing *= willing_amplifier
logger.debug(f"放大系数_willing: {global_config.response_willing_amplifier}, 当前意愿: {current_willing}")
# 检查群组权限(如果是群聊)
if chat_stream.group_info:
if chat_stream.group_info.group_id in config.talk_frequency_down_groups:
reply_probability = reply_probability / global_config.down_frequency_rate
# 回复概率迭代保底0.01回复概率
reply_probability = max(
(current_willing - 0.5) * 2.5,
self.min_reply_willing
)
# 检查是否在高回复意愿期内
if group_id in self.group_high_willing_until and time.time() < self.group_high_willing_until[group_id]:
# 在高回复意愿期内
is_low_freq_group = group_id in config.talk_frequency_down_groups
# 低频群组在高回复期使用较低的消息阈值
actual_threshold = self.high_period_msg_threshold
if is_low_freq_group:
actual_threshold = max(2, self.high_period_msg_threshold - self.low_freq_msg_threshold_reduction)
# 检查消息数量是否达到阈值
if self.group_message_counter[group_id] >= actual_threshold:
# 提高回复概率,但有上限
base_probability = reply_probability * 1.2
if is_low_freq_group:
# 低频群组在高回复期保持一定的回复概率
reply_probability = max(
min(base_probability, self.high_period_max_probability * 0.6), # 最高概率降低到正常的60%
self.low_freq_high_period_min_probability # 保证最低概率
)
logger.debug(f"低频群组在高回复意愿期内,消息数:{self.group_message_counter[group_id]},设置回复概率为: {reply_probability}")
else:
# 普通群组正常处理
reply_probability = min(base_probability, self.high_period_max_probability)
logger.debug(f"群组在高回复意愿期内,消息数:{self.group_message_counter[group_id]},提高回复概率至: {reply_probability}")
else:
# 消息数量不足,但在高回复期仍保持一定概率
if is_low_freq_group:
# 低频群组在高回复期即使消息不足也保持最低概率
reply_probability = max(reply_probability * 0.5, self.low_freq_high_period_min_probability)
logger.debug(f"低频群组在高回复意愿期内,消息数不足({self.group_message_counter[group_id]}/{actual_threshold}),保持最低概率: {reply_probability}")
else:
# 普通群组正常降低概率
reply_probability *= 0.5
logger.debug(f"群组在高回复意愿期内,但消息数不足({self.group_message_counter[group_id]}/{actual_threshold}),降低回复概率至: {reply_probability}")
else:
# 在低回复意愿期内,需要大量消息累积才可能回复
if self.group_message_counter[group_id] >= self.low_period_msg_threshold:
# 达到了阈值,但概率仍然很低
reply_probability = min(reply_probability * 0.8, self.low_period_max_probability)
logger.debug(f"群组在低回复意愿期内,消息数达标({self.group_message_counter[group_id]}/{self.low_period_msg_threshold}),回复概率设为: {reply_probability}")
else:
# 消息数不足,几乎不回复
reply_probability *= 0.05
logger.debug(f"群组在低回复意愿期内,消息数不足({self.group_message_counter[group_id]}/{self.low_period_msg_threshold}),回复概率极低: {reply_probability}")
# 如果是被@限制最终概率不超过mentioned_max_probability
if is_mentioned_bot:
reply_probability = min(reply_probability, self.mentioned_max_probability)
logger.debug(f"被@消息,限制最终回复概率为: {reply_probability}")
# 最终回复概率限制
reply_probability = min(reply_probability, 1)
if reply_probability < 0:
reply_probability = 0
self.chat_reply_willing[chat_id] = min(current_willing, 3.0)
self.group_reply_willing[group_id] = min(current_willing, self.max_reply_willing)
logger.debug(f"当前群组{group_id}回复概率:{reply_probability}")
return reply_probability
def change_reply_willing_sent(self, chat_stream:ChatStream):
"""开始思考后降低聊天流的回复意愿"""
stream = chat_stream
if stream:
current_willing = self.chat_reply_willing.get(stream.stream_id, 0)
self.chat_reply_willing[stream.stream_id] = max(0, current_willing - 2)
def change_reply_willing_sent(self, group_id: int):
"""开始思考后降低群组的回复意愿"""
current_willing = self.group_reply_willing.get(group_id, 0)
self.group_reply_willing[group_id] = max(0, current_willing - self.reply_willing_decrease)
# 回复后重置消息计数器
self.group_message_counter[group_id] = 0
logger.debug(f"[{group_id}]回复后,降低意愿: -{self.reply_willing_decrease},当前: {self.group_reply_willing[group_id]}消息计数重置为0")
def change_reply_willing_after_sent(self,chat_stream:ChatStream):
"""发送消息后提高聊天流的回复意愿"""
stream = chat_stream
if stream:
current_willing = self.chat_reply_willing.get(stream.stream_id, 0)
if current_willing < 1:
self.chat_reply_willing[stream.stream_id] = min(1, current_willing + 0.2)
def change_reply_willing_after_sent(self, group_id: int):
"""发送消息后修改群组的回复意愿"""
# 保持降低的意愿,不再额外增加
pass
async def ensure_started(self):
"""确保衰减任务已启动"""
@ -107,5 +300,6 @@ class WillingManager:
self._decay_task = asyncio.create_task(self._decay_reply_willing())
self._started = True
# 创建全局实例
willing_manager = WillingManager()