MaiBot/src/plugins/willing/mode_mxp.py

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"""
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: list = ["", "", 0] # 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.message_expiration_time = 120 # 消息过期时间(秒)
self.number_of_message_storage = 10 # 消息存储数量
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 = 0.15 # 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
if (w_info.chat_id == self.last_response_person[0]
and w_info.person_id == self.last_response_person[1]
and self.last_response_person[2] < 3):
self.last_response_person[2] += 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 self.last_response_person[0] == w_info.chat_id and self.last_response_person[1] == w_info.person_id:
self.chat_person_reply_willing[w_info.chat_id][w_info.person_id] += self.single_chat_gain *self.last_response_person[2]
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 self.last_response_person[0] == w_info.chat_id and self.last_response_person[1] == w_info.person_id:
current_willing += self.single_chat_gain * self.last_response_person[2]
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.message_expiration_time]
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_maximum_willing * math.sqrt(time_interval / self.message_expiration_time)
self.chat_reply_willing[chat_id] = basic_willing
update_time = 17 * math.sqrt(time_interval / self.message_expiration_time) + 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
async def get_variable_parameters(self) -> Dict[str, str]:
"""获取可变参数"""
return {
"intention_decay_rate": "意愿衰减率",
"message_expiration_time": "消息过期时间(秒)",
"number_of_message_storage": "消息存储数量",
"basic_maximum_willing": "基础最大意愿值",
"mention_willing_gain": "提及意愿增益",
"interest_willing_gain": "兴趣意愿增益",
"emoji_response_penalty": "表情包回复惩罚",
"down_frequency_rate": "降低回复频率的群组惩罚系数",
"single_chat_gain": "单聊增益(不仅是私聊)"
}
async def set_variable_parameters(self, parameters: Dict[str, any]):
"""设置可变参数"""
async with self.lock:
for key, value in parameters.items():
if hasattr(self, key):
setattr(self, key, value)
self.logger.debug(f"参数 {key} 已更新为 {value}")
else:
self.logger.debug(f"尝试设置未知参数 {key}")
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
async def get_willing(self, chat_id):
return self.temporary_willing