security-ai-edge/algorithms.py

import logging
import os
import sys
import threading
import time
from collections import deque
from datetime import datetime, timedelta
from typing import Any, Dict, List, Optional, Tuple

import cv2
import numpy as np
import redis

logger = logging.getLogger(__name__)

sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))


class LeavePostAlgorithm:
    """
    离岗检测算法（优化版 v2.0）

    状态机：
    INIT → CONFIRMING_ON_DUTY → ON_DUTY → CONFIRMING_OFF_DUTY
         → OFF_DUTY_COUNTDOWN → ALARMED → (回岗) → CONFIRMING_ON_DUTY

    业务流程：
    1. 启动后检测到人 → 上岗确认期（confirm_on_duty_sec，默认10秒）
    2. 确认上岗后 → 在岗状态（ON_DUTY）
    3. 人离开ROI → 离岗确认期（confirm_off_duty_sec，默认30秒）
    4. 确认离岗后 → 离岗倒计时（leave_countdown_sec，默认300秒）
    5. 倒计时结束 → 触发告警（ALARMED状态）
    6. 人员回岗 → 回岗确认期（confirm_return_sec，默认10秒）
    7. 确认回岗 → 发送resolve事件 → 重新上岗确认
    """

    # 状态定义
    STATE_INIT = "INIT"                                   # 初始化
    STATE_CONFIRMING_ON_DUTY = "CONFIRMING_ON_DUTY"       # 上岗确认中
    STATE_ON_DUTY = "ON_DUTY"                             # 在岗
    STATE_CONFIRMING_OFF_DUTY = "CONFIRMING_OFF_DUTY"     # 离岗确认中
    STATE_OFF_DUTY_COUNTDOWN = "OFF_DUTY_COUNTDOWN"       # 离岗倒计时中
    STATE_ALARMED = "ALARMED"                             # 已告警（等待回岗）
    STATE_NON_WORK_TIME = "NON_WORK_TIME"                 # 非工作时间

    def __init__(
        self,
        confirm_on_duty_sec: int = 10,      # 上岗确认窗口（持续检测到人的时长）
        confirm_off_duty_sec: int = 30,     # 离岗确认窗口（持续未检测到人的时长）
        confirm_return_sec: int = 10,       # 回岗确认窗口（告警后回来需确认时长）
        leave_countdown_sec: int = 300,     # 离岗倒计时（确认离岗后等待告警的时长）
        cooldown_sec: int = 600,            # 告警冷却期（两次告警的最小间隔）
        working_hours: Optional[List[Dict]] = None,
        target_class: Optional[str] = "person",
        # 兼容旧参数名（向后兼容）
        confirm_leave_sec: Optional[int] = None,
    ):
        # 时间参数（处理向后兼容）
        self.confirm_on_duty_sec = confirm_on_duty_sec
        self.confirm_off_duty_sec = confirm_leave_sec if confirm_leave_sec is not None else confirm_off_duty_sec
        self.confirm_return_sec = confirm_return_sec
        self.leave_countdown_sec = leave_countdown_sec
        self.cooldown_sec = cooldown_sec

        # 工作时间和目标类别
        self.working_hours = working_hours or []
        self.target_class = target_class

        # 状态变量
        self.state: str = self.STATE_INIT
        self.state_start_time: Optional[datetime] = None

        # 滑动窗口（用于平滑检测结果）
        self.detection_window: deque = deque()  # [(timestamp, has_person), ...]
        self.window_size_sec = 10  # 滑动窗口大小：10秒

        # 告警追踪
        self._last_alarm_id: Optional[str] = None
        self._leave_start_time: Optional[datetime] = None  # 人员离开时间（用于计算持续时长）
        self._alarm_triggered_time: Optional[datetime] = None  # 告警触发时间
        self.alert_cooldowns: Dict[str, datetime] = {}

    def _is_in_working_hours(self, dt: Optional[datetime] = None) -> bool:
        """检查是否在工作时间"""
        if not self.working_hours:
            return True

        import json

        working_hours = self.working_hours
        if isinstance(working_hours, str):
            try:
                working_hours = json.loads(working_hours)
            except:
                return True

        if not working_hours:
            return True

        dt = dt or datetime.now()
        current_minutes = dt.hour * 60 + dt.minute
        for period in working_hours:
            start_str = period["start"] if isinstance(period, dict) else period
            end_str = period["end"] if isinstance(period, dict) else period
            start_minutes = self._parse_time_to_minutes(start_str)
            end_minutes = self._parse_time_to_minutes(end_str)
            if start_minutes <= current_minutes < end_minutes:
                return True
        return False

    def _parse_time_to_minutes(self, time_str: str) -> int:
        """将时间字符串转换为分钟数"""
        if isinstance(time_str, int):
            return time_str
        try:
            parts = time_str.split(":")
            return int(parts[0]) * 60 + int(parts[1])
        except:
            return 0

    def _check_detection_in_roi(self, detection: Dict, roi_id: str) -> bool:
        """检查检测结果是否在ROI内"""
        matched_rois = detection.get("matched_rois", [])
        return any(roi.get("roi_id") == roi_id for roi in matched_rois)

    def _check_target_class(self, detection: Dict, target_class: str) -> bool:
        """检查是否为目标类别"""
        if not target_class:
            return True
        return detection.get("class") == target_class

    def _get_latest_bbox(self, tracks: List[Dict], roi_id: str) -> List[float]:
        """获取ROI内最新的检测框"""
        for det in tracks:
            if self._check_detection_in_roi(det, roi_id) and self._check_target_class(det, self.target_class):
                return det.get("bbox", [])
        return []

    def _update_detection_window(self, current_time: datetime, has_person: bool):
        """更新滑动窗口"""
        self.detection_window.append((current_time, has_person))

        # 移除窗口外的旧数据
        while self.detection_window:
            oldest_time, _ = self.detection_window[0]
            if (current_time - oldest_time).total_seconds() > self.window_size_sec:
                self.detection_window.popleft()
            else:
                break

    def _get_detection_ratio(self) -> float:
        """计算滑动窗口内的检测命中率"""
        if not self.detection_window:
            return 0.0

        person_count = sum(1 for _, has_person in self.detection_window if has_person)
        return person_count / len(self.detection_window)

    def process(
        self,
        roi_id: str,
        camera_id: str,
        tracks: List[Dict],
        current_time: Optional[datetime] = None,
    ) -> List[Dict]:
        """
        处理单帧检测结果

        Args:
            roi_id: ROI区域ID
            camera_id: 摄像头ID
            tracks: 检测结果列表
            current_time: 当前时间（用于测试，生产环境传None）

        Returns:
            告警列表 [{"alert_type": "leave_post", ...}, {"alert_type": "alarm_resolve", ...}]
        """
        current_time = current_time or datetime.now()
        alerts = []

        # 检查ROI内是否有目标
        roi_has_person = any(
            self._check_detection_in_roi(det, roi_id) and self._check_target_class(det, self.target_class)
            for det in tracks
        )

        # 更新滑动窗口
        self._update_detection_window(current_time, roi_has_person)
        detection_ratio = self._get_detection_ratio()

        # 检查工作时间
        in_working_hours = self._is_in_working_hours(current_time)

        # === 非工作时间处理 ===
        if not in_working_hours:
            if self.state != self.STATE_NON_WORK_TIME:
                # 进入非工作时间，清理状态
                if self._last_alarm_id and self._leave_start_time:
                    # 如果有未结束的告警，发送resolve事件（非工作时间自动关闭）
                    duration_ms = int((current_time - self._leave_start_time).total_seconds() * 1000)
                    alerts.append({
                        "alert_type": "alarm_resolve",
                        "resolve_alarm_id": self._last_alarm_id,
                        "duration_ms": duration_ms,
                        "last_frame_time": current_time.strftime('%Y-%m-%d %H:%M:%S'),
                        "resolve_type": "non_work_time",
                    })

                self.state = self.STATE_NON_WORK_TIME
                self.state_start_time = None
                self.detection_window.clear()
                self._last_alarm_id = None
                self._leave_start_time = None
                self._alarm_triggered_time = None
            return alerts

        # === 工作时间处理 ===

        # 从非工作时间恢复
        if self.state == self.STATE_NON_WORK_TIME:
            self.state = self.STATE_INIT
            self.state_start_time = current_time
            self.detection_window.clear()

        # === 状态机处理 ===

        if self.state == self.STATE_INIT:
            # 初始化状态：等待检测到人
            if roi_has_person:
                self.state = self.STATE_CONFIRMING_ON_DUTY
                self.state_start_time = current_time
                logger.debug(f"ROI {roi_id}: INIT → CONFIRMING_ON_DUTY")

        elif self.state == self.STATE_CONFIRMING_ON_DUTY:
            # 上岗确认中：需要持续检测到人
            elapsed = (current_time - self.state_start_time).total_seconds()

            if detection_ratio == 0:
                # 人消失了，回到INIT
                self.state = self.STATE_INIT
                self.state_start_time = current_time
                self.detection_window.clear()
                logger.debug(f"ROI {roi_id}: CONFIRMING_ON_DUTY → INIT (人消失)")
            elif elapsed >= self.confirm_on_duty_sec and detection_ratio >= 0.7:
                # 上岗确认成功（命中率>=70%）
                self.state = self.STATE_ON_DUTY
                self.state_start_time = current_time
                self.alert_cooldowns.clear()  # 确认在岗后清除冷却记录
                logger.info(f"ROI {roi_id}: CONFIRMING_ON_DUTY → ON_DUTY (上岗确认成功)")

        elif self.state == self.STATE_ON_DUTY:
            # 在岗状态：监控是否离岗
            if detection_ratio == 0:
                # 滑动窗口内完全没有人，进入离岗确认
                self.state = self.STATE_CONFIRMING_OFF_DUTY
                self.state_start_time = current_time
                logger.debug(f"ROI {roi_id}: ON_DUTY → CONFIRMING_OFF_DUTY")

        elif self.state == self.STATE_CONFIRMING_OFF_DUTY:
            # 离岗确认中：需要持续未检测到人
            elapsed = (current_time - self.state_start_time).total_seconds()

            if roi_has_person:
                # 人回来了，回到ON_DUTY
                self.state = self.STATE_ON_DUTY
                self.state_start_time = current_time
                logger.debug(f"ROI {roi_id}: CONFIRMING_OFF_DUTY → ON_DUTY (人回来了)")
            elif elapsed >= self.confirm_off_duty_sec and detection_ratio == 0:
                # 离岗确认成功，进入倒计时
                self.state = self.STATE_OFF_DUTY_COUNTDOWN
                self.state_start_time = current_time
                self._leave_start_time = self.state_start_time  # 记录离开时间
                logger.info(f"ROI {roi_id}: CONFIRMING_OFF_DUTY → OFF_DUTY_COUNTDOWN (离岗确认成功)")

        elif self.state == self.STATE_OFF_DUTY_COUNTDOWN:
            # 离岗倒计时中：等待告警触发
            elapsed = (current_time - self.state_start_time).total_seconds()

            if roi_has_person:
                # 倒计时期间人回来了，回到ON_DUTY（未触发告警）
                self.state = self.STATE_ON_DUTY
                self.state_start_time = current_time
                self._leave_start_time = None
                logger.info(f"ROI {roi_id}: OFF_DUTY_COUNTDOWN → ON_DUTY (倒计时期间回来)")
            elif elapsed >= self.leave_countdown_sec:
                # 倒计时结束，触发告警
                cooldown_key = f"{camera_id}_{roi_id}"
                if cooldown_key not in self.alert_cooldowns or \
                   (current_time - self.alert_cooldowns[cooldown_key]).total_seconds() > self.cooldown_sec:

                    bbox = self._get_latest_bbox(tracks, roi_id)
                    total_off_duty_sec = (current_time - self._leave_start_time).total_seconds()
                    elapsed_minutes = int(total_off_duty_sec / 60)

                    alerts.append({
                        "track_id": roi_id,
                        "camera_id": camera_id,
                        "bbox": bbox,
                        "duration_minutes": elapsed_minutes,
                        "alert_type": "leave_post",
                        "message": f"离岗 {elapsed_minutes} 分钟",
                    })

                    self.alert_cooldowns[cooldown_key] = current_time
                    self._alarm_triggered_time = current_time
                    self.state = self.STATE_ALARMED
                    # _last_alarm_id 由 main.py 通过 set_last_alarm_id() 回填
                    logger.warning(f"ROI {roi_id}: OFF_DUTY_COUNTDOWN → ALARMED (告警触发)")

        elif self.state == self.STATE_ALARMED:
            # 已告警状态：等待人员回岗
            if roi_has_person:
                # 检测到人，进入回岗确认
                self.state = self.STATE_CONFIRMING_ON_DUTY  # 复用上岗确认状态
                self.state_start_time = current_time
                logger.info(f"ROI {roi_id}: ALARMED → CONFIRMING_ON_DUTY (检测到人回岗)")

        # 特殊处理：从CONFIRMING_ON_DUTY再次确认上岗时，如果有未结束的告警，发送resolve
        if self.state == self.STATE_ON_DUTY and self._last_alarm_id:
            # 回岗确认成功，发送resolve事件
            duration_ms = int((current_time - self._leave_start_time).total_seconds() * 1000)
            alerts.append({
                "alert_type": "alarm_resolve",
                "resolve_alarm_id": self._last_alarm_id,
                "duration_ms": duration_ms,
                "last_frame_time": current_time.strftime('%Y-%m-%d %H:%M:%S'),
                "resolve_type": "person_returned",
            })

            # 清理告警追踪信息
            self._last_alarm_id = None
            self._leave_start_time = None
            self._alarm_triggered_time = None
            logger.info(f"ROI {roi_id}: 告警已解决（人员回岗）")

        return alerts

    def set_last_alarm_id(self, alarm_id: str):
        """由 main.py 在告警生成后回填 alarm_id"""
        self._last_alarm_id = alarm_id

    def reset(self):
        """重置算法状态"""
        self.state = self.STATE_INIT
        self.state_start_time = None
        self.detection_window.clear()
        self._last_alarm_id = None
        self._leave_start_time = None
        self._alarm_triggered_time = None
        self.alert_cooldowns.clear()

    def get_state(self, roi_id: str) -> Dict[str, Any]:
        """获取当前状态（用于调试和监控）"""
        state_info = {
            "state": self.state,
            "state_start_time": self.state_start_time.isoformat() if self.state_start_time else None,
            "detection_ratio": self._get_detection_ratio(),
            "window_size": len(self.detection_window),
        }

        # 添加状态特定信息
        if self.state == self.STATE_OFF_DUTY_COUNTDOWN and self.state_start_time:
            elapsed = (datetime.now() - self.state_start_time).total_seconds()
            state_info["countdown_remaining_sec"] = max(0, self.leave_countdown_sec - elapsed)

        if self.state == self.STATE_ALARMED and self._leave_start_time:
            total_off_duty_sec = (datetime.now() - self._leave_start_time).total_seconds()
            state_info["total_off_duty_sec"] = total_off_duty_sec
            state_info["alarm_id"] = self._last_alarm_id

        return state_info


class IntrusionAlgorithm:
    def __init__(
        self,
        cooldown_seconds: int = 300,
        confirm_seconds: int = 5,
        target_class: Optional[str] = None,
    ):
        self.cooldown_seconds = cooldown_seconds
        self.confirm_seconds = confirm_seconds
        self.target_class = target_class

        self.last_alert_time: Dict[str, datetime] = {}
        self.alert_triggered: Dict[str, bool] = {}
        self.detection_start: Dict[str, Optional[datetime]] = {}

    def _check_detection_in_roi(self, detection: Dict, roi_id: str) -> bool:
        matched_rois = detection.get("matched_rois", [])
        for roi in matched_rois:
            if roi.get("roi_id") == roi_id:
                return True
        return False

    def _check_target_class(self, detection: Dict, target_class: Optional[str]) -> bool:
        if not target_class:
            return True
        return detection.get("class") == target_class

    def _get_latest_bbox(self, tracks: List[Dict], roi_id: str) -> List[float]:
        for det in tracks:
            if self._check_detection_in_roi(det, roi_id):
                return det.get("bbox", [])
        return []

    def process(
        self,
        roi_id: str,
        camera_id: str,
        tracks: List[Dict],
        current_time: Optional[datetime] = None,
    ) -> List[Dict]:
        current_time = current_time or datetime.now()
        key = f"{camera_id}_{roi_id}"

        roi_has_person = False
        for det in tracks:
            if self._check_detection_in_roi(det, roi_id) and self._check_target_class(det, self.target_class):
                roi_has_person = True
                break

        if not roi_has_person:
            self.detection_start.pop(key, None)
            self.alert_triggered[key] = False
            return []

        if self.alert_triggered.get(key, False):
            elapsed_since_alert = (current_time - self.last_alert_time.get(key, datetime.min)).total_seconds()
            if elapsed_since_alert < self.cooldown_seconds:
                return []
            self.alert_triggered[key] = False

        if self.detection_start.get(key) is None:
            self.detection_start[key] = current_time

        elapsed = (current_time - self.detection_start[key]).total_seconds()
        if elapsed < self.confirm_seconds:
            return []

        bbox = self._get_latest_bbox(tracks, roi_id)
        self.last_alert_time[key] = current_time
        self.alert_triggered[key] = True
        self.detection_start[key] = None

        return [{
            "roi_id": roi_id,
            "camera_id": camera_id,
            "bbox": bbox,
            "alert_type": "intrusion",
            "alarm_level": 3,
            "message": "检测到周界入侵",
        }]

    def reset(self):
        self.last_alert_time.clear()
        self.alert_triggered.clear()
        self.detection_start.clear()


# class CrowdDetectionAlgorithm:
#     """人群聚集检测算法 - 暂时注释，后续需要时再启用"""
#
#     def __init__(
#         self,
#         max_count: int = 10,
#         cooldown_seconds: int = 300,
#         target_class: Optional[str] = "person",
#     ):
#         self.max_count = max_count
#         self.cooldown_seconds = cooldown_seconds
#         self.target_class = target_class
#
#         self.last_alert_time: Dict[str, datetime] = {}
#         self.alert_triggered: Dict[str, bool] = {}
#
#     def _check_detection_in_roi(self, detection: Dict, roi_id: str) -> bool:
#         matched_rois = detection.get("matched_rois", [])
#         for roi in matched_rois:
#             if roi.get("roi_id") == roi_id:
#                 return True
#         return False
#
#     def _check_target_class(self, detection: Dict, target_class: Optional[str]) -> bool:
#         if not target_class:
#             return True
#         return detection.get("class") == target_class
#
#     def _get_bboxes(self, tracks: List[Dict], roi_id: str) -> List[List[float]]:
#         bboxes = []
#         for det in tracks:
#             if self._check_detection_in_roi(det, roi_id) and self._check_target_class(det, self.target_class):
#                 bboxes.append(det.get("bbox", []))
#         return bboxes
#
#     def process(
#         self,
#         roi_id: str,
#         camera_id: str,
#         tracks: List[Dict],
#         current_time: Optional[datetime] = None,
#     ) -> List[Dict]:
#         current_time = current_time or datetime.now()
#         key = f"{camera_id}_{roi_id}"
#
#         person_count = 0
#         for det in tracks:
#             if self._check_detection_in_roi(det, roi_id) and self._check_target_class(det, self.target_class):
#                 person_count += 1
#
#         if person_count <= self.max_count:
#             self.alert_triggered[key] = False
#             return []
#
#         if self.alert_triggered.get(key, False):
#             elapsed_since_alert = (current_time - self.last_alert_time.get(key, datetime.min)).total_seconds()
#             if elapsed_since_alert < self.cooldown_seconds:
#                 return []
#             self.alert_triggered[key] = False
#
#         bboxes = self._get_bboxes(tracks, roi_id)
#         self.last_alert_time[key] = current_time
#         self.alert_triggered[key] = True
#
#         return [{
#             "roi_id": roi_id,
#             "camera_id": camera_id,
#             "bbox": bboxes[0] if bboxes else [],
#             "alert_type": "crowd_detection",
#             "message": f"检测到人群聚集，当前人数: {person_count}",
#             "count": person_count,
#         }]
#
#     def reset(self):
#         self.last_alert_time.clear()
#         self.alert_triggered.clear()


class AlgorithmManager:
    def __init__(self, working_hours: Optional[List[Dict]] = None):
        self.algorithms: Dict[str, Dict[str, Any]] = {}
        self.working_hours = working_hours or []
        self._update_lock = threading.Lock()
        self._registered_keys: set = set()  # 已注册的 (roi_id, bind_id, algo_type) 缓存

        self.default_params = {
            "leave_post": {
                "confirm_on_duty_sec": 10,
                "confirm_leave_sec": 30,
                "cooldown_sec": 600,
                "target_class": "person",
            },
            "intrusion": {
                "cooldown_seconds": 300,
                "confirm_seconds": 5,
                "target_class": None,
            },
            # "crowd_detection": {
            #     "max_count": 10,
            #     "cooldown_seconds": 300,
            #     "target_class": "person",
            # },
        }
        
        self._pubsub = None
        self._pubsub_thread = None
        self._running = False
    
    def start_config_subscription(self):
        """启动配置变更订阅"""
        try:
            from config.settings import get_settings
            settings = get_settings()
            if settings.config_sync_mode != "REDIS":
                logger.info("CONFIG_SYNC_MODE=LOCAL: 跳过 Redis 配置订阅")
                return
            redis_client = redis.Redis(
                host=settings.redis.host,
                port=settings.redis.port,
                db=settings.redis.db,
                password=settings.redis.password,
                decode_responses=True,
            )
            
            self._pubsub = redis_client.pubsub()
            self._pubsub.subscribe("config_update")
            
            self._running = True
            self._pubsub_thread = threading.Thread(
                target=self._config_update_worker,
                name="ConfigUpdateSub",
                daemon=True
            )
            self._pubsub_thread.start()
            logger.info("已启动配置变更订阅")
        except Exception as e:
            logger.error(f"启动配置订阅失败: {e}")
    
    def _config_update_worker(self):
        """配置更新订阅工作线程"""
        try:
            for message in self._pubsub.listen():
                if not self._running:
                    break
                if message["type"] == "message":
                    try:
                        import json
                        data = json.loads(message["data"])
                        update_type = data.get("type", "full")
                        if update_type == "roi":
                            roi_ids = data.get("ids", [])
                            if roi_ids:
                                for roi_id in roi_ids:
                                    self.reload_algorithm(roi_id)
                            else:
                                self.reload_all_algorithms()
                        elif update_type == "bind":
                            bind_ids = data.get("ids", [])
                            if bind_ids:
                                for bind_id in bind_ids:
                                    self.reload_bind_algorithm(bind_id)
                            else:
                                self.reload_all_algorithms()
                        else:
                            # type="full" / "camera" / unknown → 全量重载
                            self.reload_all_algorithms()
                    except Exception as e:
                        logger.error(f"处理配置更新消息失败: {e}")
        except Exception as e:
            logger.error(f"配置订阅线程异常: {e}")
    
    def stop_config_subscription(self):
        """停止配置变更订阅"""
        self._running = False
        if self._pubsub:
            self._pubsub.close()
        if self._pubsub_thread and self._pubsub_thread.is_alive():
            self._pubsub_thread.join(timeout=5)
        logger.info("配置订阅已停止")
    
    def load_bind_from_redis(self, bind_id: str) -> bool:
        """从Redis加载单个绑定配置的算法"""
        try:
            from core.config_sync import get_config_sync_manager
            config_manager = get_config_sync_manager()
            bind_config = config_manager.get_algo_bind_from_redis(bind_id)
            
            if not bind_config:
                return False
            
            with self._update_lock:
                roi_id = bind_config.get("roi_id")
                algo_code = bind_config.get("algo_code", "leave_post")
                raw_params = bind_config.get("params")
                if isinstance(raw_params, str):
                    try:
                        import json
                        params = json.loads(raw_params) or {}
                    except Exception:
                        params = {}
                elif isinstance(raw_params, dict):
                    params = raw_params
                else:
                    params = {}
                
                if roi_id not in self.algorithms:
                    self.algorithms[roi_id] = {}
                
                key = f"{roi_id}_{bind_id}"
                
                if algo_code == "leave_post":
                    algo_params = {
                        "confirm_on_duty_sec": params.get("confirm_on_duty_sec", 10),
                        "confirm_leave_sec": params.get("confirm_leave_sec", 30),
                        "cooldown_sec": params.get("cooldown_sec", 600),
                        "working_hours": params.get("working_hours", []),
                        "target_class": params.get("target_class", bind_config.get("target_class", "person")),
                    }
                    if key in self.algorithms.get(roi_id, {}) and "leave_post" in self.algorithms[roi_id].get(key, {}):
                        algo = self.algorithms[roi_id][key]["leave_post"]
                        algo.confirm_on_duty_sec = algo_params["confirm_on_duty_sec"]
                        algo.confirm_leave_sec = algo_params["confirm_leave_sec"]
                        algo.cooldown_sec = algo_params["cooldown_sec"]
                        algo.target_class = algo_params["target_class"]
                        if algo_params["working_hours"]:
                            algo.working_hours = algo_params["working_hours"]
                        logger.info(f"已热更新算法参数: {key}")
                    else:
                        self.algorithms[roi_id][key] = {}
                        self.algorithms[roi_id][key]["leave_post"] = LeavePostAlgorithm(
                            confirm_on_duty_sec=algo_params["confirm_on_duty_sec"],
                            confirm_leave_sec=algo_params["confirm_leave_sec"],
                            leave_countdown_sec=algo_params.get("leave_countdown_sec", 300),  # 离岗倒计时，默认5分钟
                            cooldown_sec=algo_params["cooldown_sec"],
                            working_hours=algo_params["working_hours"],
                            target_class=algo_params["target_class"],
                        )
                        logger.info(f"已从Redis加载算法: {key}")
                elif algo_code == "intrusion":
                    algo_params = {
                        "cooldown_seconds": params.get("cooldown_seconds", 300),
                        "confirm_seconds": params.get("confirm_seconds", 5),
                        "target_class": params.get("target_class", bind_config.get("target_class")),
                    }
                    self.algorithms[roi_id][key] = {}
                    self.algorithms[roi_id][key]["intrusion"] = IntrusionAlgorithm(
                        cooldown_seconds=algo_params["cooldown_seconds"],
                        confirm_seconds=algo_params["confirm_seconds"],
                        target_class=algo_params["target_class"],
                    )
                    logger.info(f"已从Redis加载算法: {key}")
            
            return True
        except Exception as e:
            logger.error(f"从Redis加载算法配置失败: {e}")
            return False
    
    def reload_bind_algorithm(self, bind_id: str) -> bool:
        """重新加载单个绑定的算法配置"""
        return self.load_bind_from_redis(bind_id)
    
    def reload_algorithm(self, roi_id: str) -> bool:
        """重新加载单个ROI的所有算法绑定配置"""
        try:
            from core.config_sync import get_config_sync_manager
            config_manager = get_config_sync_manager()
            bindings = config_manager.get_bindings_from_redis(roi_id)
            
            if not bindings:
                return False
            
            for bind in bindings:
                bind_id = bind.get("bind_id")
                self.reset_algorithm(roi_id, bind_id)
                self.load_bind_from_redis(bind_id)
            
            return True
        except Exception as e:
            logger.error(f"重新加载ROI算法配置失败: {e}")
            return False
    
    def reload_all_algorithms(self) -> int:
        """重新加载所有算法配置"""
        count = 0
        try:
            from core.config_sync import get_config_sync_manager
            config_manager = get_config_sync_manager()
            bindings = config_manager.get_bindings_from_redis("")
            
            for bind in bindings:
                bind_id = bind.get("bind_id")
                roi_id = bind.get("roi_id")
                self.reset_algorithm(roi_id, bind_id)
                if self.load_bind_from_redis(bind_id):
                    count += 1
            
            logger.info(f"已重新加载 {count} 个算法配置")
            return count
        except Exception as e:
            logger.error(f"重新加载所有算法配置失败: {e}")
            return count
    
    def register_algorithm(
        self,
        roi_id: str,
        bind_id: str,
        algorithm_type: str,
        params: Optional[Dict[str, Any]] = None,
    ):
        """注册算法（支持绑定ID），使用缓存避免每帧重复查询"""
        cache_key = (roi_id, bind_id, algorithm_type)

        # 快速路径：已注册直接返回
        if cache_key in self._registered_keys:
            return

        key = f"{roi_id}_{bind_id}"
        
        if roi_id not in self.algorithms:
            self.algorithms[roi_id] = {}
        
        if key not in self.algorithms[roi_id]:
            self.algorithms[roi_id][key] = {}
        
        algo_params = self.default_params.get(algorithm_type, {}).copy()
        if params:
            algo_params.update(params)

        if algorithm_type == "leave_post":
            roi_working_hours = algo_params.get("working_hours") or self.working_hours
            self.algorithms[roi_id][key]["leave_post"] = LeavePostAlgorithm(
                confirm_on_duty_sec=algo_params.get("confirm_on_duty_sec", 10),
                confirm_leave_sec=algo_params.get("confirm_leave_sec", 30),
                leave_countdown_sec=algo_params.get("leave_countdown_sec", 300),  # 离岗倒计时，默认5分钟
                cooldown_sec=algo_params.get("cooldown_sec", 600),
                working_hours=roi_working_hours,
                target_class=algo_params.get("target_class", "person"),
            )
        elif algorithm_type == "intrusion":
            self.algorithms[roi_id][key]["intrusion"] = IntrusionAlgorithm(
                cooldown_seconds=algo_params.get("cooldown_seconds", 300),
                confirm_seconds=algo_params.get("confirm_seconds", 5),
                target_class=algo_params.get("target_class"),
            )
        # elif algorithm_type == "crowd_detection":
        #     from algorithms import CrowdDetectionAlgorithm
        #     self.algorithms[roi_id][key]["crowd_detection"] = CrowdDetectionAlgorithm(
        #         max_count=algo_params.get("max_count", 10),
        #         cooldown_seconds=algo_params.get("cooldown_seconds", 300),
        #         target_class=algo_params.get("target_class", "person"),
        #     )

        self._registered_keys.add(cache_key)
    
    def process(
        self,
        roi_id: str,
        bind_id: str,
        camera_id: str,
        algorithm_type: str,
        tracks: List[Dict],
        current_time: Optional[datetime] = None,
    ) -> List[Dict]:
        """处理检测结果（支持绑定ID）"""
        key = f"{roi_id}_{bind_id}"
        algo = self.algorithms.get(roi_id, {}).get(key, {}).get(algorithm_type)
        if algo is None:
            return []
        return algo.process(roi_id, camera_id, tracks, current_time)

    def update_roi_params(
        self,
        roi_id: str,
        bind_id: str,
        algorithm_type: str,
        params: Dict[str, Any],
    ):
        """更新算法参数（支持绑定ID）"""
        key = f"{roi_id}_{bind_id}"
        if roi_id in self.algorithms and key in self.algorithms[roi_id] and algorithm_type in self.algorithms[roi_id][key]:
            algo = self.algorithms[roi_id][key][algorithm_type]
            for param_key, value in params.items():
                if hasattr(algo, param_key):
                    setattr(algo, param_key, value)
    
    def reset_algorithm(self, roi_id: str, bind_id: Optional[str] = None):
        """重置算法状态（支持绑定ID）"""
        if roi_id not in self.algorithms:
            return

        if bind_id:
            key = f"{roi_id}_{bind_id}"
            if key in self.algorithms[roi_id]:
                for algo in self.algorithms[roi_id][key].values():
                    algo.reset()
                # 清除注册缓存
                self._registered_keys = {
                    k for k in self._registered_keys
                    if not (k[0] == roi_id and k[1] == bind_id)
                }
        else:
            for key in self.algorithms[roi_id]:
                for algo in self.algorithms[roi_id][key].values():
                    algo.reset()
            # 清除该 roi 的所有注册缓存
            self._registered_keys = {
                k for k in self._registered_keys if k[0] != roi_id
            }
    
    def reset_all(self):
        """重置所有算法"""
        for roi_algorithms in self.algorithms.values():
            for bind_algorithms in roi_algorithms.values():
                for algo in bind_algorithms.values():
                    algo.reset()
    
    def remove_roi(self, roi_id: str):
        """移除ROI的所有算法"""
        if roi_id in self.algorithms:
            for key in list(self.algorithms[roi_id].keys()):
                self.reset_algorithm(roi_id, key.split("_")[-1] if "_" in key else None)
            del self.algorithms[roi_id]
    
    def remove_bind(self, roi_id: str, bind_id: str):
        """移除绑定的算法"""
        key = f"{roi_id}_{bind_id}"
        if roi_id in self.algorithms and key in self.algorithms[roi_id]:
            for algo in self.algorithms[roi_id][key].values():
                algo.reset()
            del self.algorithms[roi_id][key]
    
    def get_status(self, roi_id: str) -> Dict[str, Any]:
        """获取算法状态"""
        status = {}
        if roi_id in self.algorithms:
            for key, bind_algorithms in self.algorithms[roi_id].items():
                bind_id = key.split("_", 1)[-1] if "_" in key else ""
                for algo_type, algo in bind_algorithms.items():
                    if algo_type == "leave_post":
                        status[f"{algo_type}_{bind_id}"] = {
                            "state": getattr(algo, "state", "WAITING"),
                            "alarm_sent": getattr(algo, "alarm_sent", False),
                        }
                    else:
                        status[f"{algo_type}_{bind_id}"] = {
                            "detection_count": len(getattr(algo, "detection_start", {})),
                        }
        return status