feat:大幅优化聊天流控制,更精准简洁
This commit is contained in:
@@ -3,26 +3,7 @@ from src.config.config import global_config
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from src.chat.frequency_control.utils import parse_stream_config_to_chat_id
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class FocusValueControl:
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def __init__(self, chat_id: str):
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self.chat_id = chat_id
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self.focus_value_adjust: float = 1
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def get_current_focus_value(self) -> float:
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return get_current_focus_value(self.chat_id) * self.focus_value_adjust
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class FocusValueControlManager:
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def __init__(self):
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self.focus_value_controls: dict[str, FocusValueControl] = {}
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def get_focus_value_control(self, chat_id: str) -> FocusValueControl:
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if chat_id not in self.focus_value_controls:
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self.focus_value_controls[chat_id] = FocusValueControl(chat_id)
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return self.focus_value_controls[chat_id]
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def get_current_focus_value(chat_id: Optional[str] = None) -> float:
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def get_config_base_focus_value(chat_id: Optional[str] = None) -> float:
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"""
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根据当前时间和聊天流获取对应的 focus_value
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"""
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@@ -139,5 +120,3 @@ def get_global_focus_value() -> Optional[float]:
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return None
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focus_value_control = FocusValueControlManager()
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275
src/chat/frequency_control/frequency_control.py
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275
src/chat/frequency_control/frequency_control.py
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@@ -0,0 +1,275 @@
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import time
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from typing import Optional, Dict, List
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from src.plugin_system.apis import message_api
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from src.chat.message_receive.chat_stream import ChatStream, get_chat_manager
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from src.common.logger import get_logger
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from src.config.config import global_config
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from src.chat.frequency_control.talk_frequency_control import get_config_base_talk_frequency
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from src.chat.frequency_control.focus_value_control import get_config_base_focus_value
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logger = get_logger("frequency_control")
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class FrequencyControl:
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"""
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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
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"""
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def __init__(self, chat_id: str):
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self.chat_id = chat_id
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self.chat_stream: ChatStream = get_chat_manager().get_stream(self.chat_id)
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if not self.chat_stream:
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raise ValueError(f"无法找到聊天流: {self.chat_id}")
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self.log_prefix = f"[{get_chat_manager().get_stream_name(self.chat_id) or self.chat_id}]"
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# 发言频率调整值
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self.talk_frequency_adjust: float = 1.0
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self.talk_frequency_external_adjust: float = 1.0
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# 专注度调整值
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self.focus_value_adjust: float = 1.0
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self.focus_value_external_adjust: float = 1.0
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# 动态调整相关参数
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self.last_update_time = time.time()
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self.update_interval = 60 # 每60秒更新一次
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# 历史数据缓存
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self._message_count_cache = 0
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self._user_count_cache = 0
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self._last_cache_time = 0
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self._cache_duration = 30 # 缓存30秒
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# 调整参数
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self.min_adjust = 0.3 # 最小调整值
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self.max_adjust = 2.0 # 最大调整值
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# 基准值(可根据实际情况调整)
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self.base_message_count = 5 # 基准消息数量
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self.base_user_count = 3 # 基准用户数量
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# 平滑因子
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self.smoothing_factor = 0.3
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def get_dynamic_talk_frequency_adjust(self) -> float:
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"""
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获取纯动态调整值(不包含配置文件基础值)
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Returns:
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float: 动态调整值
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"""
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self._update_talk_frequency_adjust()
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return self.talk_frequency_adjust
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def get_dynamic_focus_value_adjust(self) -> float:
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"""
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获取纯动态调整值(不包含配置文件基础值)
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Returns:
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float: 动态调整值
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"""
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self._update_focus_value_adjust()
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return self.focus_value_adjust
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def _update_talk_frequency_adjust(self):
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"""
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更新发言频率调整值
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适合人少话多的时候:人少但消息多,提高回复频率
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"""
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current_time = time.time()
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# 检查是否需要更新
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if current_time - self.last_update_time < self.update_interval:
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return
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try:
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# 获取最近30分钟的数据(发言频率更敏感)
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recent_messages = message_api.get_messages_by_time_in_chat(
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chat_id=self.chat_stream.stream_id,
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start_time=current_time - 1800, # 30分钟前
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end_time=current_time,
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filter_mai=True,
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filter_command=True
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)
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# 计算消息数量和用户数量
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message_count = len(recent_messages)
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user_ids = set()
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for msg in recent_messages:
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if msg.user_info and msg.user_info.user_id:
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user_ids.add(msg.user_info.user_id)
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user_count = len(user_ids)
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# 发言频率调整逻辑:人少话多时提高回复频率
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if user_count > 0:
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# 计算人均消息数
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messages_per_user = message_count / user_count
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# 基准人均消息数
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base_messages_per_user = self.base_message_count / self.base_user_count if self.base_user_count > 0 else 1.0
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# 如果人均消息数高,说明活跃度高,提高回复频率
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if messages_per_user > base_messages_per_user:
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# 人少话多:提高回复频率
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target_talk_adjust = min(self.max_adjust, messages_per_user / base_messages_per_user)
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else:
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# 活跃度一般:保持正常
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target_talk_adjust = 1.0
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else:
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target_talk_adjust = 1.0
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# 限制调整范围
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target_talk_adjust = max(self.min_adjust, min(self.max_adjust, target_talk_adjust))
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# 平滑调整
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self.talk_frequency_adjust = (
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self.talk_frequency_adjust * (1 - self.smoothing_factor) +
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target_talk_adjust * self.smoothing_factor
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)
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logger.info(
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f"{self.log_prefix} 发言频率调整更新: "
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f"消息数={message_count}, 用户数={user_count}, "
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f"人均消息数={message_count/user_count if user_count > 0 else 0:.2f}, "
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f"调整值={self.talk_frequency_adjust:.2f}"
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)
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except Exception as e:
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logger.error(f"{self.log_prefix} 更新发言频率调整值时出错: {e}")
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def _update_focus_value_adjust(self):
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"""
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更新专注度调整值
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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)
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"""
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current_time = time.time()
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# 检查是否需要更新
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if current_time - self.last_update_time < self.update_interval:
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return
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try:
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# 获取最近1小时的数据
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recent_messages = message_api.get_messages_by_time_in_chat(
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chat_id=self.chat_stream.stream_id,
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start_time=current_time - 3600, # 1小时前
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end_time=current_time,
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filter_mai=True,
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filter_command=True
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)
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# 计算消息数量和用户数量
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message_count = len(recent_messages)
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user_ids = set()
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for msg in recent_messages:
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if msg.user_info and msg.user_info.user_id:
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user_ids.add(msg.user_info.user_id)
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user_count = len(user_ids)
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# 专注度调整逻辑:人多话多时提高专注度
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if user_count > 0 and self.base_user_count > 0:
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# 计算用户活跃度比率
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user_ratio = user_count / self.base_user_count
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# 计算消息活跃度比率
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message_ratio = message_count / self.base_message_count if self.base_message_count > 0 else 1.0
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# 如果用户多且消息多,提高专注度
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if user_ratio > 1.2 and message_ratio > 1.2:
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# 人多话多:提高专注度,消耗更多LLM资源但回复更精准
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target_focus_adjust = min(self.max_adjust, (user_ratio + message_ratio) / 2)
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elif user_ratio > 1.5:
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# 用户特别多:适度提高专注度
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target_focus_adjust = min(self.max_adjust, 1.0 + (user_ratio - 1.0) * 0.3)
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else:
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# 正常情况:保持默认专注度
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target_focus_adjust = 1.0
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else:
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target_focus_adjust = 1.0
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# 限制调整范围
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target_focus_adjust = max(self.min_adjust, min(self.max_adjust, target_focus_adjust))
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# 平滑调整
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self.focus_value_adjust = (
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self.focus_value_adjust * (1 - self.smoothing_factor) +
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target_focus_adjust * self.smoothing_factor
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)
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logger.info(
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f"{self.log_prefix} 专注度调整更新: "
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f"消息数={message_count}, 用户数={user_count}, "
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f"用户比率={user_count/self.base_user_count if self.base_user_count > 0 else 0:.2f}, "
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f"消息比率={message_count/self.base_message_count if self.base_message_count > 0 else 0:.2f}, "
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f"调整值={self.focus_value_adjust:.2f}"
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)
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except Exception as e:
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logger.error(f"{self.log_prefix} 更新专注度调整值时出错: {e}")
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def get_final_talk_frequency(self) -> float:
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return get_config_base_talk_frequency(self.chat_stream.stream_id) * self.get_dynamic_talk_frequency_adjust() * self.talk_frequency_external_adjust
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def get_final_focus_value(self) -> float:
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return get_config_base_focus_value(self.chat_stream.stream_id) * self.get_dynamic_focus_value_adjust() * self.focus_value_external_adjust
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def set_adjustment_parameters(
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self,
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min_adjust: Optional[float] = None,
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max_adjust: Optional[float] = None,
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base_message_count: Optional[int] = None,
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base_user_count: Optional[int] = None,
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smoothing_factor: Optional[float] = None,
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update_interval: Optional[int] = None
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):
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"""
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设置调整参数
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Args:
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min_adjust: 最小调整值
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max_adjust: 最大调整值
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base_message_count: 基准消息数量
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base_user_count: 基准用户数量
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smoothing_factor: 平滑因子
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update_interval: 更新间隔(秒)
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"""
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if min_adjust is not None:
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self.min_adjust = max(0.1, min_adjust)
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if max_adjust is not None:
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self.max_adjust = max(1.0, max_adjust)
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if base_message_count is not None:
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self.base_message_count = max(1, base_message_count)
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if base_user_count is not None:
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self.base_user_count = max(1, base_user_count)
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if smoothing_factor is not None:
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self.smoothing_factor = max(0.0, min(1.0, smoothing_factor))
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if update_interval is not None:
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self.update_interval = max(10, update_interval)
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class FrequencyControlManager:
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"""
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频率控制管理器,管理多个聊天流的频率控制实例
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"""
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def __init__(self):
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self.frequency_control_dict: Dict[str, FrequencyControl] = {}
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def get_or_create_frequency_control(self, chat_id: str) -> FrequencyControl:
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"""
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获取或创建指定聊天流的频率控制实例
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Args:
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chat_id: 聊天流ID
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Returns:
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FrequencyControl: 频率控制实例
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"""
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if chat_id not in self.frequency_control_dict:
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self.frequency_control_dict[chat_id] = FrequencyControl(chat_id)
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return self.frequency_control_dict[chat_id]
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# 创建全局实例
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frequency_control_manager = FrequencyControlManager()
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@@ -3,26 +3,7 @@ from src.config.config import global_config
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from src.chat.frequency_control.utils import parse_stream_config_to_chat_id
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class TalkFrequencyControl:
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def __init__(self, chat_id: str):
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self.chat_id = chat_id
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self.talk_frequency_adjust: float = 1
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def get_current_talk_frequency(self) -> float:
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return get_current_talk_frequency(self.chat_id) * self.talk_frequency_adjust
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class TalkFrequencyControlManager:
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def __init__(self):
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self.talk_frequency_controls = {}
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def get_talk_frequency_control(self, chat_id: str) -> TalkFrequencyControl:
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if chat_id not in self.talk_frequency_controls:
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self.talk_frequency_controls[chat_id] = TalkFrequencyControl(chat_id)
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return self.talk_frequency_controls[chat_id]
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def get_current_talk_frequency(chat_id: Optional[str] = None) -> float:
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def get_config_base_talk_frequency(chat_id: Optional[str] = None) -> float:
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"""
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根据当前时间和聊天流获取对应的 talk_frequency
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@@ -145,4 +126,3 @@ def get_global_frequency() -> Optional[float]:
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return None
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talk_frequency_control = TalkFrequencyControlManager()
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