""" Mxp 模式：梦溪畔独家赞助 此模式的一些参数不会在配置文件中显示，要修改请在可变参数下修改 同时一些全局设置对此模式无效 此模式的可变参数暂时比较草率，需要调参仙人的大手 此模式的特点： 1.每个聊天流的每个用户的意愿是独立的 2.接入关系系统，关系会影响意愿值 3.会根据群聊的热度来调整基础意愿值 4.限制同时思考的消息数量，防止喷射 5.拥有单聊增益，无论在群里还是私聊，只要bot一直和你聊，就会增加意愿值 6.意愿分为衰减意愿+临时意愿 如果你发现本模式出现了bug 上上策是询问智慧的小草神（） 上策是询问万能的千石可乐 中策是发issue 下下策是询问一个菜鸟（@梦溪畔） """ from .willing_manager import BaseWillingManager from typing import Dict import asyncio import time import math class MxpWillingManager(BaseWillingManager): """Mxp意愿管理器""" def __init__(self): super().__init__() self.chat_person_reply_willing: Dict[str, Dict[str, float]] = {} # chat_id: {person_id: 意愿值} self.chat_new_message_time: Dict[str, list[float]] = {} # 聊天流ID: 消息时间 self.last_response_person: Dict[str, tuple[str, int]] = {} # 上次回复的用户信息 self.temporary_willing: float = 0 # 临时意愿值 # 可变参数 self.intention_decay_rate = 0.93 # 意愿衰减率 self.number_of_message_storage = 12 # 消息存储数量 self.expected_replies_per_min = 3 # 每分钟预期回复数 self.basic_maximum_willing = 0.5 # 基础最大意愿值 self.mention_willing_gain = 0.6 # 提及意愿增益 self.interest_willing_gain = 0.3 # 兴趣意愿增益 self.emoji_response_penalty = self.global_config.emoji_response_penalty # 表情包回复惩罚 self.down_frequency_rate = self.global_config.down_frequency_rate # 降低回复频率的群组惩罚系数 self.single_chat_gain = 0.12 # 单聊增益 async def async_task_starter(self) -> None: """异步任务启动器""" asyncio.create_task(self._return_to_basic_willing()) asyncio.create_task(self._chat_new_message_to_change_basic_willing()) async def before_generate_reply_handle(self, message_id: str): """回复前处理""" pass async def after_generate_reply_handle(self, message_id: str): """回复后处理""" async with self.lock: w_info = self.ongoing_messages[message_id] rel_value = await w_info.person_info_manager.get_value(w_info.person_id, "relationship_value") rel_level = self._get_relationship_level_num(rel_value) self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] += rel_level * 0.05 now_chat_new_person = self.last_response_person.get(w_info.chat_id, ["", 0]) if now_chat_new_person[0] == w_info.person_id: if now_chat_new_person[1] < 2: now_chat_new_person[1] += 1 else: self.last_response_person[w_info.chat_id] = [w_info.person_id, 0] async def not_reply_handle(self, message_id: str): """不回复处理""" async with self.lock: w_info = self.ongoing_messages[message_id] if w_info.is_mentioned_bot: self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] += 0.2 if ( w_info.chat_id in self.last_response_person and self.last_response_person[w_info.chat_id][0] == w_info.person_id ): self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] += self.single_chat_gain * ( 2 * self.last_response_person[w_info.chat_id][1] + 1 ) now_chat_new_person = self.last_response_person.get(w_info.chat_id, ["", 0]) if now_chat_new_person[0] != w_info.person_id: self.last_response_person[w_info.chat_id] = [w_info.person_id, 0] async def get_reply_probability(self, message_id: str): """获取回复概率""" async with self.lock: w_info = self.ongoing_messages[message_id] current_willing = self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] if w_info.is_mentioned_bot: current_willing += self.mention_willing_gain / (int(current_willing) + 1) if w_info.interested_rate > 0: current_willing += math.atan(w_info.interested_rate / 2) / math.pi * 2 * self.interest_willing_gain self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] = current_willing rel_value = await w_info.person_info_manager.get_value(w_info.person_id, "relationship_value") rel_level = self._get_relationship_level_num(rel_value) current_willing += rel_level * 0.1 if ( w_info.chat_id in self.last_response_person and self.last_response_person[w_info.chat_id][0] == w_info.person_id ): current_willing += self.single_chat_gain * (2 * self.last_response_person[w_info.chat_id][1] + 1) chat_ongoing_messages = [msg for msg in self.ongoing_messages.values() if msg.chat_id == w_info.chat_id] chat_person_ogoing_messages = [msg for msg in chat_ongoing_messages if msg.person_id == w_info.person_id] if len(chat_person_ogoing_messages) >= 2: current_willing = 0 elif len(chat_ongoing_messages) == 2: current_willing -= 0.5 elif len(chat_ongoing_messages) == 3: current_willing -= 1.5 elif len(chat_ongoing_messages) >= 4: current_willing = 0 probability = self._willing_to_probability(current_willing) if w_info.is_emoji: probability *= self.emoji_response_penalty if w_info.group_info and w_info.group_info.group_id in self.global_config.talk_frequency_down_groups: probability /= self.down_frequency_rate self.temporary_willing = current_willing return probability async def bombing_buffer_message_handle(self, message_id: str): """炸飞消息处理""" async with self.lock: w_info = self.ongoing_messages[message_id] self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] += 0.1 async def _return_to_basic_willing(self): """使每个人的意愿恢复到chat基础意愿""" while True: await asyncio.sleep(3) async with self.lock: for chat_id, person_willing in self.chat_person_reply_willing.items(): for person_id, willing in person_willing.items(): if chat_id not in self.chat_reply_willing: self.logger.debug(f"聊天流{chat_id}不存在，错误") continue basic_willing = self.chat_reply_willing[chat_id] person_willing[person_id] = ( basic_willing + (willing - basic_willing) * self.intention_decay_rate ) def setup(self, message, chat, is_mentioned_bot, interested_rate): super().setup(message, chat, is_mentioned_bot, interested_rate) self.chat_reply_willing[chat.stream_id] = self.chat_reply_willing.get( chat.stream_id, self.basic_maximum_willing ) self.chat_person_reply_willing[chat.stream_id] = self.chat_person_reply_willing.get(chat.stream_id, {}) self.chat_person_reply_willing[chat.stream_id][ self.ongoing_messages[message.message_info.message_id].person_id ] = self.chat_person_reply_willing[chat.stream_id].get( self.ongoing_messages[message.message_info.message_id].person_id, self.chat_reply_willing[chat.stream_id] ) if chat.stream_id not in self.chat_new_message_time: self.chat_new_message_time[chat.stream_id] = [] self.chat_new_message_time[chat.stream_id].append(time.time()) if len(self.chat_new_message_time[chat.stream_id]) > self.number_of_message_storage: self.chat_new_message_time[chat.stream_id].pop(0) def _willing_to_probability(self, willing: float) -> float: """意愿值转化为概率""" willing = max(0, willing) if willing < 2: probability = math.atan(willing * 2) / math.pi * 2 else: probability = math.atan(willing * 4) / math.pi * 2 return probability async def _chat_new_message_to_change_basic_willing(self): """聊天流新消息改变基础意愿""" while True: update_time = 20 await asyncio.sleep(update_time) async with self.lock: for chat_id, message_times in self.chat_new_message_time.items(): # 清理过期消息 current_time = time.time() message_times = [ msg_time for msg_time in message_times if current_time - msg_time < self.number_of_message_storage * self.basic_maximum_willing / self.expected_replies_per_min * 60 ] self.chat_new_message_time[chat_id] = message_times if len(message_times) < self.number_of_message_storage: self.chat_reply_willing[chat_id] = self.basic_maximum_willing update_time = 20 elif len(message_times) == self.number_of_message_storage: time_interval = current_time - message_times[0] basic_willing = self._basic_willing_coefficient_culculate(time_interval) self.chat_reply_willing[chat_id] = basic_willing update_time = 17 * basic_willing / self.basic_maximum_willing + 3 else: self.logger.debug(f"聊天流{chat_id}消息时间数量异常，数量：{len(message_times)}") self.chat_reply_willing[chat_id] = 0 def _get_relationship_level_num(self, relationship_value) -> int: """关系等级计算""" if -1000 <= relationship_value < -227: level_num = 0 elif -227 <= relationship_value < -73: level_num = 1 elif -73 <= relationship_value < 227: level_num = 2 elif 227 <= relationship_value < 587: level_num = 3 elif 587 <= relationship_value < 900: level_num = 4 elif 900 <= relationship_value <= 1000: level_num = 5 else: level_num = 5 if relationship_value > 1000 else 0 return level_num - 2 def _basic_willing_coefficient_culculate(self, t: float) -> float: """基础意愿值系数计算""" return math.tan(t * self.expected_replies_per_min * math.pi / 120 / self.number_of_message_storage) / 2 async def get_willing(self, chat_id): return self.temporary_willing