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Author SHA1 Message Date
6d408386bc test(aiot): 添加离岗告警完整流程集成测试
测试完整业务流程:
1. 人员上岗确认
2. 人员离开ROI
3. 离岗确认 → OFF_DUTY_COUNTDOWN
4. 倒计时结束 → ALARMED (验证告警无 duration_minutes,有 first_frame_time)
5. 创建告警记录 (验证 duration_ms=None)
6. 人员返回 → CONFIRMING_ON_DUTY
7. 回岗确认 → ON_DUTY (验证发送 resolve 事件)
8. 更新告警记录 (验证 duration_ms 已填充)

测试验证点:
- 告警触发时不包含 duration_minutes
- 告警创建时 duration_ms=NULL, last_frame_time=NULL
- resolve 事件包含正确的 duration_ms 和 last_frame_time
- 告警状态正确变更为 CLOSED/DONE

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-13 10:01:10 +08:00
690eb66277 fix(aiot): 告警触发时不发送持续时长,等待回岗后再计算
修改算法层告警触发逻辑:
- 移除 duration_minutes 字段(告警触发时不计算持续时长)
- 新增 first_frame_time 字段(记录离开时间)
- 修改消息为固定文本"人员离岗告警"

持续时长改为在人员回岗时由 alarm_resolve 事件计算

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-13 09:42:25 +08:00
5b2440c467 refactor(aiot): 离岗检测算法v2.0 - 全面重构
重构目标:
- 更清晰的状态机设计
- 滑动窗口平滑检测结果
- 更准确的告警判断逻辑

核心改进:
1. 状态机优化(6个状态 → 7个状态)
   - INIT: 初始化
   - CONFIRMING_ON_DUTY: 上岗确认中
   - ON_DUTY: 在岗
   - CONFIRMING_OFF_DUTY: 离岗确认中
   - OFF_DUTY_COUNTDOWN: 离岗倒计时
   - ALARMED: 已告警
   - NON_WORK_TIME: 非工作时间

2. 滑动窗口机制
   - 10秒滑动窗口,存储检测历史
   - 计算命中率(person_count / total_frames)
   - 上岗条件:命中率 ≥ 70%(允许30%漏检)
   - 离岗条件:命中率 = 0(窗口内完全没人)

3. 参数优化
   - confirm_on_duty_sec: 上岗确认(默认10秒)
   - confirm_off_duty_sec: 离岗确认(默认30秒)
   - confirm_return_sec: 回岗确认(默认10秒)
   - leave_countdown_sec: 离岗倒计时(默认300秒)
   - 向后兼容:confirm_leave_sec → confirm_off_duty_sec

4. 状态监控增强
   - get_state() 返回详细状态信息
   - 包含倒计时剩余时间、检测命中率等

5. 日志分级
   - INFO: 关键状态转换(确认上岗、确认离岗)
   - DEBUG: 次要状态转换(进入确认状态)
   - WARNING: 告警触发

技术细节:
- 使用deque实现O(1)滑动窗口更新
- 兼容旧参数名(confirm_leave_sec)
- 回岗自动发送resolve事件
- 非工作时间自动清理状态

影响范围:
- 告警判断更准确(抗漏检干扰)
- 状态转换更合理(细化确认流程)
- 调试更友好(详细状态信息)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-12 15:41:05 +08:00
7496a6fe04 feat(aiot): 实现离岗倒计时功能 - 修复持续时长过短问题
问题描述:
- 用户反馈告警持续时长只有48秒、103秒
- 预期:离岗倒计时5分钟后才告警,持续时长应>5.5分钟
- 根因:代码在"离岗确认"后立即触发告警,缺少倒计时环节

业务流程:
1. 上岗确认期:10秒(confirm_on_duty_sec)
2. 离岗确认期:30秒(confirm_leave_sec)
3. 离岗倒计时:300秒(leave_countdown_sec)← 新增
4. 告警冷却期:600秒(cooldown_sec)

修改内容:
1. LeavePostAlgorithm 构造函数
   - 新增 leave_countdown_sec 参数(默认300秒)
   - 新增 _off_duty_start_time 状态变量
   - 新增 _alarm_triggered 告警标志

2. LEAVING → OFF_DUTY 状态转换(Line 197-207)
   - 移除立即告警逻辑
   - 进入OFF_DUTY后仅记录时间,开始倒计时

3. OFF_DUTY 状态处理(Line 209-258)
   - 新增倒计时检查:off_duty_elapsed >= leave_countdown_sec
   - 倒计时结束才触发告警
   - 人员回岗时检查是否已告警,决定是否发送resolve事件

4. 算法实例创建(Line 600-607, 701-708)
   - 从配置读取 leave_countdown_sec(默认300秒)

5. reset() 方法
   - 清理新增状态变量

影响范围:
- 告警时机:从离岗确认后立即告警 → 倒计时结束后告警
- 持续时长:现在必然 >= 330秒(30s确认 + 300s倒计时)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-12 15:06:46 +08:00
4ebded3385 fix: 统一告警resolve事件的时间戳格式
问题描述:
- 告警结束时间使用 isoformat() 包含微秒
- 导致前端显示格式不一致(2026-02-12T14:23:42.331566)

修改内容:
- algorithms.py (2处)
  - 非工作时间resolve事件(line 135)
  - 人员回岗resolve事件(line 233)
  - 使用 strftime('%Y-%m-%d %H:%M:%S') 替代 isoformat()

影响范围:
- 告警resolve事件上报格式
- 与service端时间戳格式保持一致

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-02-12 14:57:22 +08:00
3 changed files with 585 additions and 150 deletions

View File

@@ -17,55 +17,86 @@ sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
class LeavePostAlgorithm:
STATE_WAITING = "WAITING"
STATE_CONFIRMING = "CONFIRMING"
STATE_ON_DUTY = "ON_DUTY"
STATE_LEAVING = "LEAVING"
STATE_OFF_DUTY = "OFF_DUTY"
STATE_NON_WORK_TIME = "NON_WORK_TIME"
"""
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,
confirm_leave_sec: int = 30,
cooldown_sec: int = 600,
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_leave_sec = confirm_leave_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] = {}
self.state: str = self.STATE_WAITING
self.state_start_time: Optional[datetime] = None
self.detection_history: deque = deque()
self.alarm_sent: bool = False
self.last_person_time: Optional[datetime] = None
self._last_alarm_id: Optional[str] = None # 最近一次告警ID
self._leave_start_time: Optional[datetime] = None # 离岗开始时间LEAVING 状态的开始时间)
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:
@@ -76,7 +107,7 @@ class LeavePostAlgorithm:
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):
@@ -88,31 +119,43 @@ class LeavePostAlgorithm:
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", [])
for roi in matched_rois:
if roi.get("roi_id") == roi_id:
return True
return False
return any(roi.get("roi_id") == roi_id for roi in matched_rois)
def _check_target_class(self, detection: Dict, target_class: Optional[str]) -> bool:
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_detection_window(self, current_time: datetime) -> List[bool]:
detections = []
while self.detection_history and (current_time - self.detection_history[0][0]).total_seconds() > max(self.confirm_on_duty_sec, self.confirm_leave_sec):
self.detection_history.popleft()
for _, has_person in self.detection_history:
detections.append(has_person)
return detections
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):
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,
@@ -120,125 +163,173 @@ class LeavePostAlgorithm:
tracks: List[Dict],
current_time: Optional[datetime] = None,
) -> List[Dict]:
current_time = current_time or datetime.now()
"""
处理单帧检测结果
in_work = self._is_in_working_hours(current_time)
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 = []
if not in_work:
if self.state == self.STATE_OFF_DUTY and self._last_alarm_id and self._leave_start_time:
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.isoformat(),
"resolve_type": "non_work_time",
})
self._last_alarm_id = None
self._leave_start_time = None
self.state = self.STATE_NON_WORK_TIME
self.detection_history.clear()
self.alarm_sent = False
return 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
)
if self.state == self.STATE_NON_WORK_TIME:
self.state = self.STATE_WAITING
self.state_start_time = None
self.detection_history.clear()
self.alarm_sent = False
self.alert_cooldowns.clear() # 新工作时段,清除冷却记录
# 更新滑动窗口
self._update_detection_window(current_time, roi_has_person)
detection_ratio = self._get_detection_ratio()
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
# 检查工作时间
in_working_hours = self._is_in_working_hours(current_time)
if self.state == self.STATE_WAITING:
if roi_has_person:
# 检测到人,进入上岗确认阶段
self.state = self.STATE_CONFIRMING
self.state_start_time = current_time
self.detection_history.clear()
self.detection_history.append((current_time, True))
else:
pass
elif self.state == self.STATE_CONFIRMING:
self.detection_history.append((current_time, roi_has_person))
if not roi_has_person:
# 人消失,回到等待状态
self.state = self.STATE_WAITING
self.state_start_time = None
self.detection_history.clear()
else:
elapsed = (current_time - self.state_start_time).total_seconds()
if elapsed >= self.confirm_on_duty_sec:
# 持续在岗达到确认时长,正式确认上岗
self.state = self.STATE_ON_DUTY
self.state_start_time = current_time
# 确认在岗后清除冷却记录,允许新一轮离岗检测告警
self.alert_cooldowns.clear()
elif self.state == self.STATE_ON_DUTY:
self.detection_history.append((current_time, roi_has_person))
if not roi_has_person:
self.state = self.STATE_LEAVING
self.state_start_time = current_time
elif self.state == self.STATE_LEAVING:
self.detection_history.append((current_time, roi_has_person))
elapsed = (current_time - self.state_start_time).total_seconds()
if roi_has_person:
self.state = self.STATE_ON_DUTY
self.state_start_time = current_time
elif elapsed >= self.confirm_leave_sec:
# 确认离岗后直接触发告警,不再进入 OFF_DUTY 二次等待
leaving_start_time = self.state_start_time # 保存 LEAVING 状态开始时间(人员离开时间)
self.state = self.STATE_OFF_DUTY
self.state_start_time = current_time
cooldown_key = f"{camera_id}_{roi_id}"
now = datetime.now()
if cooldown_key not in self.alert_cooldowns or (now - self.alert_cooldowns[cooldown_key]).total_seconds() > self.cooldown_sec:
bbox = self._get_latest_bbox(tracks, roi_id)
elapsed_minutes = int(elapsed / 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] = now
# 保存告警追踪信息alarm_id 由 main.py 通过 set_last_alarm_id() 回填)
self._last_alarm_id = None
self._leave_start_time = leaving_start_time # LEAVING 状态开始时间 = 人员离开时间
elif self.state == self.STATE_OFF_DUTY:
# OFF_DUTY 状态:只等待人员回岗,不再重复告警
# 必须经过 CONFIRMING 重新确认在岗后,才允许新一轮离岗检测
if roi_has_person:
# 生成 resolve 事件(人员回岗)
# === 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.isoformat(),
"resolve_type": "person_returned",
"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.state = self.STATE_CONFIRMING
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
self.detection_history.clear()
self.detection_history.append((current_time, True))
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)
alerts.append({
"track_id": roi_id,
"camera_id": camera_id,
"bbox": bbox,
"alert_type": "leave_post",
"message": "人员离岗告警",
"first_frame_time": self._leave_start_time.strftime('%Y-%m-%d %H:%M:%S'),
})
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
@@ -247,22 +338,36 @@ class LeavePostAlgorithm:
self._last_alarm_id = alarm_id
def reset(self):
self.state = self.STATE_WAITING
"""重置算法状态"""
self.state = self.STATE_INIT
self.state_start_time = None
self.detection_history.clear()
self.alarm_sent = False
self.last_person_time = None
self.alert_cooldowns.clear()
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]:
return {
"""获取当前状态(用于调试和监控)"""
state_info = {
"state": self.state,
"alarm_sent": self.alarm_sent,
"last_person_time": self.last_person_time,
"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__(
@@ -583,6 +688,7 @@ class AlgorithmManager:
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"],
@@ -683,6 +789,7 @@ class AlgorithmManager:
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"),

View File

@@ -0,0 +1,266 @@
"""
离岗告警完整流程集成测试
测试完整业务流程:
1. 人员上岗确认
2. 人员离开ROI
3. 离岗确认 → OFF_DUTY_COUNTDOWN
4. 倒计时结束 → ALARMED (验证告警无 duration_minutes有 first_frame_time)
5. 创建告警记录 (验证 duration_ms=None)
6. 人员返回 → CONFIRMING_ON_DUTY
7. 回岗确认 → ON_DUTY (验证发送 resolve 事件)
8. 更新告警记录 (验证 duration_ms 已填充)
"""
import sys
sys.path.insert(0, 'C:/Users/16337/PycharmProjects/ai_edge')
from algorithms import LeavePostAlgorithm
from datetime import datetime, timedelta
def test_leave_post_full_workflow():
"""测试离岗告警完整工作流"""
print("=" * 80)
print("Leave Post Alarm Full Workflow Integration Test")
print("=" * 80)
algo = LeavePostAlgorithm(
confirm_on_duty_sec=2, # 2秒上岗确认
confirm_off_duty_sec=3, # 3秒离岗确认
leave_countdown_sec=5, # 5秒离岗倒计时
confirm_return_sec=2, # 2秒回岗确认
)
roi_id = "test_roi_001"
camera_id = "test_camera_001"
person_track = [{"matched_rois": [{"roi_id": roi_id}], "class": "person", "bbox": [100, 100, 200, 200]}]
# 测试起始时间
t0 = datetime(2026, 2, 13, 14, 0, 0)
# 存储告警数据(模拟数据库)
alarm_db = {}
try:
print("\n" + "=" * 80)
print("Stage 1: Person On Duty Confirmation")
print("=" * 80)
print("Detecting person for 3 seconds (exceeds confirm_on_duty_sec=2s)")
for i in range(30): # 每100ms一帧共3秒
t = t0 + timedelta(milliseconds=i*100)
alerts = algo.process(roi_id, camera_id, person_track, t)
if alerts:
print(f" [!] 意外告警: {alerts}")
print(f" State: {algo.state}")
assert algo.state == "ON_DUTY", f"Expected ON_DUTY, got {algo.state}"
print(" [OK] Person on duty confirmed")
print("\n" + "=" * 80)
print("Stage 2: Person Leaves ROI")
print("=" * 80)
print("Sending empty frames, waiting for window expiry (10s) + leave confirmation (3s)")
t_leave = t0 + timedelta(seconds=3)
first_frame_time_expected = None
# 发送空帧让检测窗口清空,然后进入离岗确认
for i in range(140): # 每100ms一帧共14秒
t = t_leave + timedelta(milliseconds=i*100)
alerts = algo.process(roi_id, camera_id, [], t)
if algo.state == "CONFIRMING_OFF_DUTY" and first_frame_time_expected is None:
print(f" State change detected: ON_DUTY -> CONFIRMING_OFF_DUTY (time: {t})")
if algo.state == "OFF_DUTY_COUNTDOWN":
if first_frame_time_expected is None:
first_frame_time_expected = t
print(f" State change detected: CONFIRMING_OFF_DUTY -> OFF_DUTY_COUNTDOWN")
print(f" Leave confirmed, recording leave time: {first_frame_time_expected}")
break
print(f" State: {algo.state}")
assert algo.state == "OFF_DUTY_COUNTDOWN", f"Expected OFF_DUTY_COUNTDOWN, got {algo.state}"
print(" [OK] Leave confirmed, countdown started")
print("\n" + "=" * 80)
print("Stage 3: Leave Countdown")
print("=" * 80)
print("Continuing empty frames, waiting for countdown (5s)")
t_countdown = t_leave + timedelta(seconds=14)
alarm_triggered = None
for i in range(60): # 每100ms一帧共6秒 (确保超过倒计时)
t = t_countdown + timedelta(milliseconds=i*100)
alerts = algo.process(roi_id, camera_id, [], t)
if alerts:
for alert in alerts:
if alert.get("alert_type") == "leave_post":
alarm_triggered = alert
print(f" [!] Alarm triggered: {t}")
print(f" alert_type: {alert['alert_type']}")
print(f" message: {alert['message']}")
print(f" first_frame_time: {alert.get('first_frame_time')}")
print(f" duration_minutes: {alert.get('duration_minutes', 'NOT_PRESENT')}")
break
if algo.state == "ALARMED":
print(f" State: {algo.state}")
break
assert algo.state == "ALARMED", f"Expected ALARMED, got {algo.state}"
assert alarm_triggered is not None, "Alarm should be triggered"
assert "duration_minutes" not in alarm_triggered, "Alarm should NOT contain duration_minutes"
assert "first_frame_time" in alarm_triggered, "Alarm should contain first_frame_time"
print(" [OK] Alarm triggered successfully, NO duration_minutes field")
print("\n" + "=" * 80)
print("Stage 4: Create Alarm Record (Simulated DB)")
print("=" * 80)
# Simulate saving alarm to database
import uuid
alarm_id = f"ALM{datetime.now().strftime('%Y%m%d%H%M%S')}{uuid.uuid4().hex[:4].upper()}"
# Parse first_frame_time
first_frame_time_str = alarm_triggered.get("first_frame_time")
first_frame_time_dt = datetime.strptime(first_frame_time_str, '%Y-%m-%d %H:%M:%S')
# Simulated alarm record
alarm_db[alarm_id] = {
"alarm_id": alarm_id,
"alarm_type": "leave_post",
"device_id": camera_id,
"scene_id": roi_id,
"event_time": t, # Alarm trigger time
"first_frame_time": first_frame_time_dt, # Leave time
"last_frame_time": None, # Not returned yet
"duration_ms": None, # Duration unknown
"alarm_status": "NEW",
"handle_status": "UNHANDLED",
}
# Set alarm_id in algorithm
algo.set_last_alarm_id(alarm_id)
alarm = alarm_db[alarm_id]
print(f" Alarm ID: {alarm_id}")
print(f" event_time: {alarm['event_time']}")
print(f" first_frame_time: {alarm['first_frame_time']}")
print(f" last_frame_time: {alarm['last_frame_time']} (NULL)")
print(f" duration_ms: {alarm['duration_ms']} (NULL)")
assert alarm["duration_ms"] is None, "duration_ms should be None"
assert alarm["last_frame_time"] is None, "last_frame_time should be None"
print(" [OK] Alarm created, duration_ms=NULL, last_frame_time=NULL")
print("\n" + "=" * 80)
print("Stage 5: Person Returns to ROI")
print("=" * 80)
print("Sending person detection frames, waiting for return confirmation (2s)")
t_return = t_countdown + timedelta(seconds=7) # Returned 1s after alarm
# Send enough person frames to fill detection window and exceed confirm_return_sec
for i in range(130): # 100ms per frame, 13s total (way more than needed)
t = t_return + timedelta(milliseconds=i*100)
alerts = algo.process(roi_id, camera_id, person_track, t)
# Check for resolve event
if alerts:
for alert in alerts:
if alert.get("alert_type") == "alarm_resolve":
resolve_event = alert
print(f" [!] Resolve event triggered: {t}")
print(f" alert_type: {alert['alert_type']}")
print(f" resolve_alarm_id: {alert['resolve_alarm_id']}")
print(f" duration_ms: {alert['duration_ms']}")
print(f" last_frame_time: {alert['last_frame_time']}")
print(f" resolve_type: {alert['resolve_type']}")
break
if algo.state == "CONFIRMING_ON_DUTY" and i < 10:
if i == 0:
print(f" State change detected: ALARMED -> CONFIRMING_ON_DUTY (time: {t})")
if algo.state == "ON_DUTY":
print(f" State change detected: CONFIRMING_ON_DUTY -> ON_DUTY (time: {t})")
print(f" State: {algo.state}")
break
assert algo.state == "ON_DUTY", f"Expected ON_DUTY, got {algo.state}"
assert resolve_event is not None, "Resolve event should be triggered"
assert resolve_event["resolve_alarm_id"] == alarm_id, "resolve_alarm_id mismatch"
assert resolve_event["duration_ms"] > 0, "duration_ms should be > 0"
assert resolve_event["resolve_type"] == "person_returned", "resolve_type should be person_returned"
print(" [OK] Return confirmed, resolve event sent")
print("\n" + "=" * 80)
print("Stage 7: Update Alarm Record (Simulated resolve_alarm)")
print("=" * 80)
# Simulate resolve_alarm update
alarm["duration_ms"] = resolve_event["duration_ms"]
alarm["last_frame_time"] = datetime.strptime(resolve_event["last_frame_time"], '%Y-%m-%d %H:%M:%S')
alarm["alarm_status"] = "CLOSED"
alarm["handle_status"] = "DONE"
alarm["handle_remark"] = "Person returned - auto closed"
print(f" Alarm ID: {alarm_id}")
print(f" duration_ms: {alarm['duration_ms']} ({alarm['duration_ms']/1000:.1f}s)")
print(f" last_frame_time: {alarm['last_frame_time']}")
print(f" alarm_status: {alarm['alarm_status']}")
print(f" handle_status: {alarm['handle_status']}")
print(f" handle_remark: {alarm['handle_remark']}")
assert alarm["duration_ms"] is not None, "duration_ms should be filled"
assert alarm["duration_ms"] > 0, "duration_ms should be > 0"
assert alarm["last_frame_time"] is not None, "last_frame_time should be filled"
assert alarm["alarm_status"] == "CLOSED", f"alarm_status should be CLOSED, got {alarm['alarm_status']}"
assert alarm["handle_status"] == "DONE", f"handle_status should be DONE, got {alarm['handle_status']}"
print(" [OK] Alarm record updated, duration_ms filled, status closed")
print("\n" + "=" * 80)
print("Stage 8: Verify Complete Workflow")
print("=" * 80)
# Verify duration calculation
expected_duration_ms = int((datetime.strptime(resolve_event["last_frame_time"], '%Y-%m-%d %H:%M:%S') - first_frame_time_dt).total_seconds() * 1000)
actual_duration_ms = alarm["duration_ms"]
print(f" Expected duration_ms: {expected_duration_ms}ms")
print(f" Actual duration_ms: {actual_duration_ms}ms")
print(f" Difference: {abs(expected_duration_ms - actual_duration_ms)}ms")
# Allow 1 second error (1000ms)
assert abs(expected_duration_ms - actual_duration_ms) <= 1000, "duration_ms calculation error too large"
print(" [OK] duration_ms calculation correct")
print("\n" + "=" * 80)
print("SUCCESS: Full workflow test passed")
print("=" * 80)
print("\nWorkflow Summary:")
print(f" 1. On duty time: {t0}")
print(f" 2. Leave time: {first_frame_time_dt}")
print(f" 3. Alarm time: {alarm['event_time']}")
print(f" 4. Return time: {alarm['last_frame_time']}")
print(f" 5. Leave duration: {alarm['duration_ms']/1000:.1f}s ({alarm['duration_ms']/60000:.1f}min)")
print(f" 6. Alarm status: {alarm['alarm_status']}")
print(f" 7. Handle status: {alarm['handle_status']}")
print("\n [OK] Test completed successfully")
except Exception as e:
print(f"\n" + "=" * 80)
print(f"FAILED: Test failed")
print("=" * 80)
print(f"Error: {e}")
import traceback
traceback.print_exc()
raise
if __name__ == "__main__":
test_leave_post_full_workflow()

View File

@@ -0,0 +1,62 @@
import sys
sys.path.insert(0, 'C:/Users/16337/PycharmProjects/ai_edge')
from algorithms import LeavePostAlgorithm
from datetime import datetime, timedelta
def test_alarm_trigger_no_duration():
"""测试告警触发时不包含持续时长"""
algo = LeavePostAlgorithm(
confirm_on_duty_sec=1,
confirm_off_duty_sec=1,
leave_countdown_sec=2,
)
# 滑动窗口大小是10秒我们需要在整个流程中考虑这一点
t0 = datetime(2026, 2, 12, 14, 0, 0)
person_track = [{"matched_rois": [{"roi_id": "roi1"}], "class": "person"}]
# 1. 上岗阶段:持续检测到人 (2秒超过confirm_on_duty_sec=1秒)
for i in range(20): # 每100ms一帧共2秒
t = t0 + timedelta(milliseconds=i*100)
algo.process("roi1", "cam1", person_track, t)
print(f"[1] 上岗后状态: {algo.state}")
assert algo.state == "ON_DUTY", f"Expected ON_DUTY, got {algo.state}"
# 2. 离开阶段等待11秒让窗口内的人检测完全过期然后再发空帧
# 关键:需要等待窗口过期(10秒) + 确认时间(1秒)
t_leave_start = t0 + timedelta(seconds=2)
# 发送空帧超过窗口大小确保detection_ratio变为0
for i in range(120): # 每100ms一帧共12秒
t = t_leave_start + timedelta(milliseconds=i*100)
algo.process("roi1", "cam1", [], t)
print(f"[2] 离开12秒后状态: {algo.state}")
# 3. 继续发送空帧,等待倒计时结束 (leave_countdown_sec=2秒)
t_wait_alarm = t_leave_start + timedelta(seconds=12)
for i in range(30): # 每100ms一帧共3秒 (超过倒计时)
t = t_wait_alarm + timedelta(milliseconds=i*100)
alerts = algo.process("roi1", "cam1", [], t)
if alerts:
break
print(f"[3] 告警触发后状态: {algo.state}")
print(f" 告警数量: {len(alerts)}")
print(f" 告警内容: {alerts}")
# ✅ 验证:告警不包含 duration_minutes
assert len(alerts) == 1, f"Expected 1 alert, got {len(alerts)}"
alarm = alerts[0]
assert alarm["alert_type"] == "leave_post"
assert "duration_minutes" not in alarm, "告警不应包含 duration_minutes"
assert "first_frame_time" in alarm, "告警应包含 first_frame_time"
assert alarm["message"] == "人员离岗告警", f"消息错误: {alarm['message']}"
print(f"测试通过:告警不含持续时长")
print(f" first_frame_time: {alarm['first_frame_time']}")
if __name__ == "__main__":
test_alarm_trigger_no_duration()