mirror of https://github.com/Mai-with-u/MaiBot.git
508 lines
22 KiB
Python
508 lines
22 KiB
Python
import time
|
||
from typing import Optional, Dict, List
|
||
from src.plugin_system.apis import message_api
|
||
from src.chat.message_receive.chat_stream import ChatStream, get_chat_manager
|
||
from src.common.logger import get_logger
|
||
from src.config.config import global_config
|
||
from src.chat.frequency_control.talk_frequency_control import get_config_base_talk_frequency
|
||
from src.chat.frequency_control.focus_value_control import get_config_base_focus_value
|
||
|
||
logger = get_logger("frequency_control")
|
||
|
||
|
||
class FrequencyControl:
|
||
"""
|
||
频率控制类，可以根据最近时间段的发言数量和发言人数动态调整频率
|
||
|
||
特点：
|
||
- 发言频率调整：基于最近10分钟的数据，评估单位为"消息数/10分钟"
|
||
- 专注度调整：基于最近10分钟的数据，评估单位为"消息数/10分钟"
|
||
- 历史基准值：基于最近一周的数据，按小时统计，每小时都有独立的基准值（需要至少50条历史消息）
|
||
- 统一标准：两个调整都使用10分钟窗口，确保逻辑一致性和响应速度
|
||
- 双向调整：根据活跃度高低，既能提高也能降低频率和专注度
|
||
- 数据充足性检查：当历史数据不足50条时，不更新基准值；当基准值为默认值时，不进行动态调整
|
||
- 基准值更新：直接使用新计算的周均值，无平滑更新
|
||
"""
|
||
|
||
def __init__(self, chat_id: str):
|
||
self.chat_id = chat_id
|
||
self.chat_stream: ChatStream = get_chat_manager().get_stream(self.chat_id) # type: ignore
|
||
if not self.chat_stream:
|
||
raise ValueError(f"无法找到聊天流: {chat_id}")
|
||
self.log_prefix = f"[{get_chat_manager().get_stream_name(self.chat_id) or self.chat_id}]"
|
||
# 发言频率调整值
|
||
self.talk_frequency_adjust: float = 1.0
|
||
self.talk_frequency_external_adjust: float = 1.0
|
||
# 专注度调整值
|
||
self.focus_value_adjust: float = 1.0
|
||
self.focus_value_external_adjust: float = 1.0
|
||
|
||
# 动态调整相关参数
|
||
self.last_update_time = time.time()
|
||
self.update_interval = 60 # 每60秒更新一次
|
||
|
||
# 历史数据缓存
|
||
self._message_count_cache = 0
|
||
self._user_count_cache = 0
|
||
self._last_cache_time = 0
|
||
self._cache_duration = 30 # 缓存30秒
|
||
|
||
# 调整参数
|
||
self.min_adjust = 0.3 # 最小调整值
|
||
self.max_adjust = 2.0 # 最大调整值
|
||
|
||
# 动态基准值（将根据历史数据计算）
|
||
self.base_message_count = 5 # 默认基准消息数量，将被动态更新
|
||
self.base_user_count = 3 # 默认基准用户数量，将被动态更新
|
||
|
||
# 平滑因子
|
||
self.smoothing_factor = 0.3
|
||
|
||
# 历史数据相关参数
|
||
self._last_historical_update = 0
|
||
self._historical_update_interval = 600 # 每十分钟更新一次历史基准值
|
||
self._historical_days = 7 # 使用最近7天的数据计算基准值
|
||
|
||
# 按小时统计的历史基准值
|
||
self._hourly_baseline = {
|
||
"messages": {}, # {0-23: 平均消息数}
|
||
"users": {}, # {0-23: 平均用户数}
|
||
}
|
||
|
||
# 初始化24小时的默认基准值
|
||
for hour in range(24):
|
||
self._hourly_baseline["messages"][hour] = 0.0
|
||
self._hourly_baseline["users"][hour] = 0.0
|
||
|
||
def _update_historical_baseline(self):
|
||
"""
|
||
更新基于历史数据的基准值
|
||
使用最近一周的数据，按小时统计平均消息数量和用户数量
|
||
"""
|
||
current_time = time.time()
|
||
|
||
# 检查是否需要更新历史基准值
|
||
if current_time - self._last_historical_update < self._historical_update_interval:
|
||
return
|
||
|
||
try:
|
||
# 计算一周前的时间戳
|
||
week_ago = current_time - (self._historical_days * 24 * 3600)
|
||
|
||
# 获取最近一周的消息数据
|
||
historical_messages = message_api.get_messages_by_time_in_chat(
|
||
chat_id=self.chat_stream.stream_id,
|
||
start_time=week_ago,
|
||
end_time=current_time,
|
||
filter_mai=True,
|
||
filter_command=True,
|
||
)
|
||
|
||
if historical_messages and len(historical_messages) >= 50:
|
||
# 按小时统计消息数和用户数
|
||
hourly_stats = {hour: {"messages": [], "users": set()} for hour in range(24)}
|
||
|
||
for msg in historical_messages:
|
||
# 获取消息的小时（UTC时间）
|
||
msg_time = time.localtime(msg.time)
|
||
msg_hour = msg_time.tm_hour
|
||
|
||
# 统计消息数
|
||
hourly_stats[msg_hour]["messages"].append(msg)
|
||
|
||
# 统计用户数
|
||
if msg.user_info and msg.user_info.user_id:
|
||
hourly_stats[msg_hour]["users"].add(msg.user_info.user_id)
|
||
|
||
# 计算每个小时的平均值（基于一周的数据）
|
||
for hour in range(24):
|
||
# 计算该小时的平均消息数（一周内该小时的总消息数 / 7天）
|
||
total_messages = len(hourly_stats[hour]["messages"])
|
||
total_users = len(hourly_stats[hour]["users"])
|
||
|
||
# 只计算有消息的时段，没有消息的时段设为0
|
||
if total_messages > 0:
|
||
avg_messages = total_messages / self._historical_days
|
||
avg_users = total_users / self._historical_days
|
||
self._hourly_baseline["messages"][hour] = avg_messages
|
||
self._hourly_baseline["users"][hour] = avg_users
|
||
else:
|
||
# 没有消息的时段设为0，表示该时段不活跃
|
||
self._hourly_baseline["messages"][hour] = 0.0
|
||
self._hourly_baseline["users"][hour] = 0.0
|
||
|
||
# 更新整体基准值（用于兼容性）- 基于原始数据计算，不受max(1.0)限制影响
|
||
overall_avg_messages = sum(len(hourly_stats[hour]["messages"]) for hour in range(24)) / (
|
||
24 * self._historical_days
|
||
)
|
||
overall_avg_users = sum(len(hourly_stats[hour]["users"]) for hour in range(24)) / (
|
||
24 * self._historical_days
|
||
)
|
||
|
||
self.base_message_count = overall_avg_messages
|
||
self.base_user_count = overall_avg_users
|
||
|
||
logger.info(
|
||
f"{self.log_prefix} 历史基准值更新完成: "
|
||
f"整体平均消息数={overall_avg_messages:.2f}, 整体平均用户数={overall_avg_users:.2f}"
|
||
)
|
||
|
||
# 记录几个关键时段的基准值
|
||
key_hours = [8, 12, 18, 22] # 早、中、晚、夜
|
||
for hour in key_hours:
|
||
# 计算该小时平均每10分钟的消息数和用户数
|
||
hourly_10min_messages = self._hourly_baseline["messages"][hour] / 6 # 1小时 = 6个10分钟
|
||
hourly_10min_users = self._hourly_baseline["users"][hour] / 6
|
||
logger.info(
|
||
f"{self.log_prefix} {hour}时基准值: "
|
||
f"消息数={self._hourly_baseline['messages'][hour]:.2f}/小时 "
|
||
f"({hourly_10min_messages:.2f}/10分钟), "
|
||
f"用户数={self._hourly_baseline['users'][hour]:.2f}/小时 "
|
||
f"({hourly_10min_users:.2f}/10分钟)"
|
||
)
|
||
|
||
elif historical_messages and len(historical_messages) < 50:
|
||
# 历史数据不足50条，不更新基准值
|
||
logger.info(f"{self.log_prefix} 历史数据不足50条({len(historical_messages)}条)，不更新基准值")
|
||
else:
|
||
# 如果没有历史数据，不更新基准值
|
||
logger.info(f"{self.log_prefix} 无历史数据，不更新基准值")
|
||
|
||
except Exception as e:
|
||
logger.error(f"{self.log_prefix} 更新历史基准值时出错: {e}")
|
||
# 出错时保持原有基准值不变
|
||
|
||
self._last_historical_update = current_time
|
||
|
||
def _get_current_hour_baseline(self) -> tuple[float, float]:
|
||
"""
|
||
获取当前小时的基准值
|
||
|
||
Returns:
|
||
tuple: (基准消息数, 基准用户数)
|
||
"""
|
||
current_hour = time.localtime().tm_hour
|
||
return (self._hourly_baseline["messages"][current_hour], self._hourly_baseline["users"][current_hour])
|
||
|
||
def get_dynamic_talk_frequency_adjust(self) -> float:
|
||
"""
|
||
获取纯动态调整值（不包含配置文件基础值）
|
||
|
||
Returns:
|
||
float: 动态调整值
|
||
"""
|
||
self._update_talk_frequency_adjust()
|
||
return self.talk_frequency_adjust
|
||
|
||
def get_dynamic_focus_value_adjust(self) -> float:
|
||
"""
|
||
获取纯动态调整值（不包含配置文件基础值）
|
||
|
||
Returns:
|
||
float: 动态调整值
|
||
"""
|
||
self._update_focus_value_adjust()
|
||
return self.focus_value_adjust
|
||
|
||
def _update_talk_frequency_adjust(self):
|
||
"""
|
||
更新发言频率调整值
|
||
适合人少话多的时候：人少但消息多，提高回复频率
|
||
"""
|
||
current_time = time.time()
|
||
|
||
# 检查是否需要更新
|
||
if current_time - self.last_update_time < self.update_interval:
|
||
return
|
||
|
||
# 先更新历史基准值
|
||
self._update_historical_baseline()
|
||
|
||
try:
|
||
# 获取最近10分钟的数据（发言频率更敏感）
|
||
recent_messages = message_api.get_messages_by_time_in_chat(
|
||
chat_id=self.chat_stream.stream_id,
|
||
start_time=current_time - 600, # 10分钟前
|
||
end_time=current_time,
|
||
filter_mai=True,
|
||
filter_command=True,
|
||
)
|
||
|
||
# 计算消息数量和用户数量
|
||
message_count = len(recent_messages)
|
||
user_ids = set()
|
||
for msg in recent_messages:
|
||
if msg.user_info and msg.user_info.user_id:
|
||
user_ids.add(msg.user_info.user_id)
|
||
user_count = len(user_ids)
|
||
|
||
# 获取当前小时的基准值
|
||
current_hour_base_messages, current_hour_base_users = self._get_current_hour_baseline()
|
||
|
||
# 计算当前小时平均每10分钟的基准值
|
||
current_hour_10min_messages = current_hour_base_messages / 6 # 1小时 = 6个10分钟
|
||
current_hour_10min_users = current_hour_base_users / 6
|
||
|
||
# 发言频率调整逻辑：根据活跃度双向调整
|
||
# 检查是否有足够的数据进行分析
|
||
if user_count > 0 and message_count >= 2: # 至少需要2条消息才能进行有意义的分析
|
||
# 检查历史基准值是否有效（该时段有活跃度）
|
||
if current_hour_base_messages > 0.0 and current_hour_base_users > 0.0:
|
||
# 计算人均消息数（10分钟窗口）
|
||
messages_per_user = message_count / user_count
|
||
# 使用当前小时每10分钟的基准人均消息数
|
||
base_messages_per_user = (
|
||
current_hour_10min_messages / current_hour_10min_users if current_hour_10min_users > 0 else 1.0
|
||
)
|
||
|
||
# 双向调整逻辑
|
||
if messages_per_user > base_messages_per_user * 1.2:
|
||
# 活跃度很高：提高回复频率
|
||
target_talk_adjust = min(self.max_adjust, messages_per_user / base_messages_per_user)
|
||
elif messages_per_user < base_messages_per_user * 0.8:
|
||
# 活跃度很低：降低回复频率
|
||
target_talk_adjust = max(self.min_adjust, messages_per_user / base_messages_per_user)
|
||
else:
|
||
# 活跃度正常：保持正常
|
||
target_talk_adjust = 1.0
|
||
else:
|
||
# 历史基准值不足，不调整
|
||
target_talk_adjust = 1.0
|
||
else:
|
||
# 数据不足：不调整
|
||
target_talk_adjust = 1.0
|
||
|
||
# 限制调整范围
|
||
target_talk_adjust = max(self.min_adjust, min(self.max_adjust, target_talk_adjust))
|
||
|
||
# 记录调整前的值
|
||
old_adjust = self.talk_frequency_adjust
|
||
|
||
# 平滑调整
|
||
self.talk_frequency_adjust = (
|
||
self.talk_frequency_adjust * (1 - self.smoothing_factor) + target_talk_adjust * self.smoothing_factor
|
||
)
|
||
|
||
# 判断调整方向
|
||
if target_talk_adjust > 1.0:
|
||
adjust_direction = "提高"
|
||
elif target_talk_adjust < 1.0:
|
||
adjust_direction = "降低"
|
||
else:
|
||
if current_hour_base_messages <= 0.0 or current_hour_base_users <= 0.0:
|
||
adjust_direction = "不调整(该时段无活跃度)"
|
||
else:
|
||
adjust_direction = "保持"
|
||
|
||
# 计算实际变化方向
|
||
actual_change = ""
|
||
if self.talk_frequency_adjust > old_adjust:
|
||
actual_change = f"{old_adjust:.2f}x → {self.talk_frequency_adjust:.2f}x"
|
||
elif self.talk_frequency_adjust < old_adjust:
|
||
actual_change = f"{old_adjust:.2f}x → {self.talk_frequency_adjust:.2f}x"
|
||
else:
|
||
actual_change = f"无变化: {self.talk_frequency_adjust:.2f}x"
|
||
|
||
logger.info(
|
||
f"{self.log_prefix} 发言频率调整: "
|
||
f"{user_count}名用户正在参与聊天，当前消息数: {message_count}|"
|
||
f"群基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户|"
|
||
f"[{adjust_direction}]{actual_change}"
|
||
)
|
||
|
||
except Exception as e:
|
||
logger.error(f"{self.log_prefix} 更新发言频率调整值时出错: {e}")
|
||
|
||
def _update_focus_value_adjust(self):
|
||
"""
|
||
更新专注度调整值
|
||
适合人多话多的时候：人多且消息多，提高专注度（LLM消耗更多，但回复更精准）
|
||
"""
|
||
current_time = time.time()
|
||
|
||
# 检查是否需要更新
|
||
if current_time - self.last_update_time < self.update_interval:
|
||
return
|
||
|
||
try:
|
||
# 获取最近10分钟的数据（与发言频率保持一致）
|
||
recent_messages = message_api.get_messages_by_time_in_chat(
|
||
chat_id=self.chat_stream.stream_id,
|
||
start_time=current_time - 600, # 10分钟前
|
||
end_time=current_time,
|
||
filter_mai=True,
|
||
filter_command=True,
|
||
)
|
||
|
||
# 计算消息数量和用户数量
|
||
message_count = len(recent_messages)
|
||
user_ids = set()
|
||
for msg in recent_messages:
|
||
if msg.user_info and msg.user_info.user_id:
|
||
user_ids.add(msg.user_info.user_id)
|
||
user_count = len(user_ids)
|
||
|
||
# 获取当前小时的基准值
|
||
current_hour_base_messages, current_hour_base_users = self._get_current_hour_baseline()
|
||
|
||
# 计算当前小时平均每10分钟的基准值
|
||
current_hour_10min_messages = current_hour_base_messages / 6 # 1小时 = 6个10分钟
|
||
current_hour_10min_users = current_hour_base_users / 6
|
||
|
||
# 专注度调整逻辑：根据活跃度双向调整
|
||
# 检查是否有足够的数据进行分析
|
||
if user_count > 0 and current_hour_10min_users > 0 and message_count >= 2:
|
||
# 检查历史基准值是否有效（该时段有活跃度）
|
||
if current_hour_base_messages > 0.0 and current_hour_base_users > 0.0:
|
||
# 计算用户活跃度比率（基于10分钟数据）
|
||
user_ratio = user_count / current_hour_10min_users
|
||
# 计算消息活跃度比率（基于10分钟数据）
|
||
message_ratio = (
|
||
message_count / current_hour_10min_messages if current_hour_10min_messages > 0 else 1.0
|
||
)
|
||
|
||
# 双向调整逻辑
|
||
if user_ratio > 1.3 and message_ratio > 1.3:
|
||
# 活跃度很高：提高专注度，消耗更多LLM资源但回复更精准
|
||
target_focus_adjust = min(self.max_adjust, (user_ratio + message_ratio) / 2)
|
||
elif user_ratio > 1.1 and message_ratio > 1.1:
|
||
# 活跃度较高：适度提高专注度
|
||
target_focus_adjust = min(self.max_adjust, 1.0 + (user_ratio + message_ratio - 2.0) * 0.2)
|
||
elif user_ratio < 0.7 or message_ratio < 0.7:
|
||
# 活跃度很低：降低专注度，节省LLM资源
|
||
target_focus_adjust = max(self.min_adjust, min(user_ratio, message_ratio))
|
||
else:
|
||
# 正常情况：保持默认专注度
|
||
target_focus_adjust = 1.0
|
||
else:
|
||
# 历史基准值不足，不调整
|
||
target_focus_adjust = 1.0
|
||
else:
|
||
# 数据不足：不调整
|
||
target_focus_adjust = 1.0
|
||
|
||
# 限制调整范围
|
||
target_focus_adjust = max(self.min_adjust, min(self.max_adjust, target_focus_adjust))
|
||
|
||
# 记录调整前的值
|
||
old_focus_adjust = self.focus_value_adjust
|
||
|
||
# 平滑调整
|
||
self.focus_value_adjust = (
|
||
self.focus_value_adjust * (1 - self.smoothing_factor) + target_focus_adjust * self.smoothing_factor
|
||
)
|
||
|
||
# 计算当前小时平均每10分钟的基准值
|
||
current_hour_10min_messages = current_hour_base_messages / 6 # 1小时 = 6个10分钟
|
||
current_hour_10min_users = current_hour_base_users / 6
|
||
|
||
# 判断调整方向
|
||
if target_focus_adjust > 1.0:
|
||
adjust_direction = "提高"
|
||
elif target_focus_adjust < 1.0:
|
||
adjust_direction = "降低"
|
||
else:
|
||
if current_hour_base_messages <= 0.0 or current_hour_base_users <= 0.0:
|
||
adjust_direction = "不调整(该时段无活跃度)"
|
||
else:
|
||
adjust_direction = "保持"
|
||
|
||
# 计算实际变化方向
|
||
actual_change = ""
|
||
if self.focus_value_adjust > old_focus_adjust:
|
||
actual_change = f"{old_focus_adjust:.2f}x → {self.focus_value_adjust:.2f}x"
|
||
elif self.focus_value_adjust < old_focus_adjust:
|
||
actual_change = f"{old_focus_adjust:.2f}x → {self.focus_value_adjust:.2f}x"
|
||
else:
|
||
actual_change = f"无变化: {self.focus_value_adjust:.2f}x"
|
||
|
||
logger.info(
|
||
f"{self.log_prefix} 专注度调整: "
|
||
f"{user_count}名用户正在参与聊天，当前消息数: {message_count}|"
|
||
f"群基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户|"
|
||
f"[{adjust_direction}]{actual_change}"
|
||
)
|
||
|
||
except Exception as e:
|
||
logger.error(f"{self.log_prefix} 更新专注度调整值时出错: {e}")
|
||
|
||
def get_final_talk_frequency(self) -> float:
|
||
return (
|
||
get_config_base_talk_frequency(self.chat_stream.stream_id)
|
||
* self.get_dynamic_talk_frequency_adjust()
|
||
* self.talk_frequency_external_adjust
|
||
)
|
||
|
||
def get_final_focus_value(self) -> float:
|
||
return (
|
||
get_config_base_focus_value(self.chat_stream.stream_id)
|
||
* self.get_dynamic_focus_value_adjust()
|
||
* self.focus_value_external_adjust
|
||
)
|
||
|
||
def set_adjustment_parameters(
|
||
self,
|
||
min_adjust: Optional[float] = None,
|
||
max_adjust: Optional[float] = None,
|
||
base_message_count: Optional[int] = None,
|
||
base_user_count: Optional[int] = None,
|
||
smoothing_factor: Optional[float] = None,
|
||
update_interval: Optional[int] = None,
|
||
historical_update_interval: Optional[int] = None,
|
||
historical_days: Optional[int] = None,
|
||
):
|
||
"""
|
||
设置调整参数
|
||
|
||
Args:
|
||
min_adjust: 最小调整值
|
||
max_adjust: 最大调整值
|
||
base_message_count: 基准消息数量
|
||
base_user_count: 基准用户数量
|
||
smoothing_factor: 平滑因子
|
||
update_interval: 更新间隔（秒）
|
||
"""
|
||
if min_adjust is not None:
|
||
self.min_adjust = max(0.1, min_adjust)
|
||
if max_adjust is not None:
|
||
self.max_adjust = max(1.0, max_adjust)
|
||
if base_message_count is not None:
|
||
self.base_message_count = max(1, base_message_count)
|
||
if base_user_count is not None:
|
||
self.base_user_count = max(1, base_user_count)
|
||
if smoothing_factor is not None:
|
||
self.smoothing_factor = max(0.0, min(1.0, smoothing_factor))
|
||
if update_interval is not None:
|
||
self.update_interval = max(10, update_interval)
|
||
if historical_update_interval is not None:
|
||
self._historical_update_interval = max(300, historical_update_interval) # 最少5分钟
|
||
if historical_days is not None:
|
||
self._historical_days = max(1, min(30, historical_days)) # 1-30天之间
|
||
|
||
|
||
class FrequencyControlManager:
|
||
"""
|
||
频率控制管理器，管理多个聊天流的频率控制实例
|
||
"""
|
||
|
||
def __init__(self):
|
||
self.frequency_control_dict: Dict[str, FrequencyControl] = {}
|
||
|
||
def get_or_create_frequency_control(self, chat_id: str) -> FrequencyControl:
|
||
"""
|
||
获取或创建指定聊天流的频率控制实例
|
||
|
||
Args:
|
||
chat_id: 聊天流ID
|
||
|
||
Returns:
|
||
FrequencyControl: 频率控制实例
|
||
"""
|
||
if chat_id not in self.frequency_control_dict:
|
||
self.frequency_control_dict[chat_id] = FrequencyControl(chat_id)
|
||
return self.frequency_control_dict[chat_id]
|
||
|
||
|
||
# 创建全局实例
|
||
frequency_control_manager = FrequencyControlManager()
|