Exemple #1
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def aged_status_sync(aged):
    '''
    读取数据库中该用户的数据记录赋值为初始值
    :param aged: PoseInfo对象实例
    :return: None
    '''
    # 拼接url,参考接口文档
    aged_today_status__url = Conf.Urls.PoseInfoUrl + "/" + str(aged.agesinfoid)
    print(f'get {aged_today_status__url}')

    try:
        aged_status_today = HttpHelper.get_items(aged_today_status__url)
    except Exception:  # 还没有数据记录
        return
    aged.timesit = aged_status_today.timeSit
    aged.timelie = aged_status_today.timeLie
    aged.timestand = aged_status_today.timeStand
    aged.timedown = aged_status_today.timeDown
    aged.timeother = aged_status_today.timeOther
Exemple #2
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def write_database():
    """
    每1秒更新一次数据库表PoseInfo的记录信息
    :return:
    """
    pose_url = Conf.Urls.PoseInfoUrl + '/UpdateOrCreatePoseInfo'

    for aged in ages.values():
        temp_pose_info = PoseInfo(agesInfoId=aged.agesinfoid,
                                  date=aged.date,
                                  dateTime=aged.datetime,
                                  timeStand=int(float(aged.timestand)),
                                  timeSit=int(float(aged.timesit)),
                                  timeLie=int(float(aged.timelie)),
                                  timeDown=int(float(aged.timedown)),
                                  timeOther=int(float(aged.timeother)),
                                  isAlarm=aged.isalarm,
                                  status=aged.status)
        http_result = HttpHelper.create_item(pose_url, temp_pose_info)
    scheduler.enter(1, 0, write_database, ())
    use_aged.status = PoseStatus.Lie.value
    # 报警条件判读
    if use_aged.status == PoseStatus.Down.value:
        use_aged.isalarm = True
    else:
        use_aged.isalarm = False


# 获取本机需要识别的摄像头视频地址信息
local_ip = '192.168.199.224'
local_ip = '192.168.1.60'
# 拼接url,参考接口文档
get_current_server_url = Conf.Urls.ServerInfoUrl + "/GetServerInfo?ip=" + local_ip
print(get_current_server_url)

current_server = HttpHelper.get_items(get_current_server_url)
print(current_server)

for camera in current_server.cameraInfos:  # 遍历本服务器需要处理的摄像头
    print(f'摄像头视频地址:{camera.videoAddress}')

    for aged in camera.roomInfo.agesInfos:  # 遍历本摄像头所在房间的老人信息
        print(f'被监控人:{aged.name}')

        ages[aged.id] = PoseInfo(agesInfoId=aged.id,
                                 date=time.strftime('%Y-%m-%dT00:00:00',
                                                    time.localtime()),
                                 timeStand=0,
                                 timeSit=0,
                                 timeLie=0,
                                 timeDown=0,
Exemple #4
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def pose_detect_with_video(aged_id, classidx, human_box,
                           parse_pose_demo_instance):
    use_aged = ages[aged_id]
    classidx = int(classidx)

    # detect if a new day come
    now_date = time.strftime('%Y-%m-%dT00:00:00', time.localtime())
    if not now_date == use_aged.date:  # a new day
        aged_status_reset(use_aged)
        parse_pose_demo_instance.is_first_frame = True
        use_aged.date = now_date

    if parse_pose_demo_instance.is_first_frame:  # 第一帧,开始计时
        # 从服务器获取当天的状态记录信息,进行本地值的更新,防止状态计时被重置
        aged_status_sync(use_aged)
        parse_pose_demo_instance.is_first_frame = False
    else:
        last_pose_time = time.time(
        ) - parse_pose_demo_instance.last_time  # 上一个状态至今的时间差,单位为s
        if use_aged.status == PoseStatus.Sit.value:
            use_aged.timesit += last_pose_time
        elif use_aged.status == PoseStatus.Down.value:
            use_aged.timedown += last_pose_time
        elif use_aged.status == PoseStatus.Lie.value:
            use_aged.timelie += last_pose_time
        elif use_aged.status == PoseStatus.Stand.value:
            use_aged.timestand += last_pose_time
        else:
            use_aged.timeother += last_pose_time

    parse_pose_demo_instance.last_time = time.time()

    if classidx == 0:
        now_status = PoseStatus.Sit.value
    elif classidx == 1:
        now_status = PoseStatus.Lie.value
    elif classidx == 2:
        now_status = PoseStatus.Stand.value
    elif classidx == 3:
        now_status = PoseStatus.Lie.value
    else:
        now_status = PoseStatus.Other.value

    now_date_time = time.strftime('%Y-%m-%d %H:%M:%S', time.localtime())
    if not now_status == use_aged.status:  # 新的行为发生
        if not now_date_time == use_aged.datetime:  # 根据实际情况,每秒只记录一次状态更改操作
            temp_detail_pose_info = DetailPoseInfo(agesInfoId=aged_id,
                                                   dateTime=now_date_time,
                                                   status=now_status)
            # 写数据记录到数据库表DetaiPoseInfo
            detail_pose_url = Conf.Urls.DetailPoseInfoUrl
            http_result = HttpHelper.create_item(detail_pose_url,
                                                 temp_detail_pose_info)
    use_aged.datetime = now_date_time

    if parse_pose_demo_instance.camera_info.isUseSafeRegion:
        is_outer_chuang = False
        #  因为床的矩形坐标是在原图压缩1/2之后的值,所以下面的值也需要压缩1/2
        xmin, ymin, xmax, ymax = int(human_box[0] / 2), int(
            human_box[1] / 2), int(human_box[2] / 2), int(human_box[3] / 2)
        if xmin > parse_pose_demo_instance.camera_info.rightBottomPointX \
                or ymin > parse_pose_demo_instance.camera_info.rightBottomPointY\
                or xmax < parse_pose_demo_instance.camera_info.leftTopPointX\
                or ymax < parse_pose_demo_instance.camera_info.leftTopPointY:
            is_outer_chuang = True

        use_aged.isalarm = False
        # 判断当前状态是否需求报警
        if is_outer_chuang:
            if now_status == PoseStatus.Lie.value:
                use_aged.isalarm = True
                now_status = PoseStatus.Down.value
    else:
        if now_status == PoseStatus.Down.value:  # TODO:这里的给值是不对的,需要赋予识别服务的对应的需要报警的状态值
            use_aged.isalarm = True

    use_aged.status = now_status
Exemple #5
0
    pose_dataset = Mscoco()
    if args.fast_inference:
        pose_model = InferenNet_fast(4 * 1 + 1, pose_dataset)
    else:
        pose_model = InferenNet(4 * 1 + 1, pose_dataset)
    pose_model.cuda()
    pose_model.eval()
    pos_reg_model = NeuralNet(17 * 3 * 9).cuda()
    pos_reg_model.load_state_dict(torch.load('./42_model.ckpt'))
    pos_reg_model.eval()

    # 拼接url,参考接口文档
    get_current_server_url = Conf.Urls.ServerInfoUrl + "/GetServerInfo?ip=" + local_ip
    print(f'get {get_current_server_url}')

    current_server = HttpHelper.get_items(get_current_server_url)
    # print(current_server)
    print(f'current_server.camera_count: {len(current_server.cameraInfos)}')

    # 定时调度来更新数据库
    scheduler = sched.scheduler(time.time, time.sleep)
    scheduler.enter(1, 0, write_database, ())

    for camera in current_server.cameraInfos:  # 遍历本服务器需要处理的摄像头
        tcpClient_instance = tcpClient.TcpClient('127.0.0.1', 8008, camera.id,
                                                 camera.roomInfoId)
        tcpClient_instance.start()

        print('start new ParsePoseDemo')
        temp_task_instance = ParsePoseDemo(camera, 'examples/resttttt', 1,
                                           pose_model, pos_reg_model,
    def parse(self):
        if not os.path.exists(self.output_path):
            os.mkdir(self.output_path)

        data_loader = WebcamLoader(self.camera_info.videoAddress).start()
        (fourcc, fps, frameSize) = data_loader.videoinfo()

        sys.stdout.flush()
        det_loader = DetectionLoader(data_loader,
                                     batchSize=self.detbatch).start()
        det_processor = DetectionProcessor(det_loader).start()

        aligner = AlignPoints()

        # Data writer
        # save_path = os.path.join(args.outputpath, 'AlphaPose_webcam' + webcam + '.avi')

        writer = DataWriter(self.save_video,
                            self.output_path,
                            cv2.VideoWriter_fourcc(*'XVID'),
                            fps,
                            frameSize,
                            pos_reg_model=pos_reg_model,
                            aligner=aligner).start()

        # 统计时间使用
        runtime_profile = {'dt': [], 'pt': [], 'pn': []}

        sys.stdout.flush()
        batch_size = self.detbatch
        while True:
            try:
                start_time = getTime()
                with torch.no_grad():
                    (inps, orig_img, im_name, boxes, scores, pt1,
                     pt2) = det_processor.read()
                    if boxes is None or boxes.nelement() == 0:
                        writer.save(None, None, None, None, None, orig_img,
                                    im_name.split('/')[-1])
                        continue

                    ckpt_time, det_time = getTime(start_time)
                    runtime_profile['dt'].append(det_time)
                    # Pose Estimation

                    datalen = inps.size(0)
                    leftover = 0
                    if (datalen) % batch_size:
                        leftover = 1
                    num_batches = datalen // batch_size + leftover
                    hm = []
                    for j in range(num_batches):
                        inps_j = inps[j * batch_size:min(
                            (j + 1) * batch_size, datalen)].cuda()
                        hm_j = pose_model(inps_j)
                        hm.append(hm_j)
                    hm = torch.cat(hm)
                    ckpt_time, pose_time = getTime(ckpt_time)

                    hm = hm.cpu().data
                    writer.save(boxes, scores, hm, pt1, pt2, orig_img,
                                im_name.split('/')[-1])
                    while not writer.result_Q.empty():
                        boxes, classidx = writer.result_Q.get()
                        print('classidx:', classidx)

                        for aged in self.camera.roomInfo.agesInfos:  # 遍历本摄像头所在房间的老人信息,目前只考虑房间只有一个人
                            if not aged.id in ages.keys():
                                ages[aged.id] = PoseInfo(
                                    agesInfoId=aged.id,
                                    date=time.strftime('%Y-%m-%dT00:00:00',
                                                       time.localtime()),
                                    timeStand=0,
                                    timeSit=0,
                                    timeLie=0,
                                    timeDown=0,
                                    timeOther=0)
                            # 更新被监护对象各种状态的时间值
                            pose_detect_with_video(aged.id, classidx)
                            break
                        # 创建或更新PoseInfo数据库记录
                        pose_url = Conf.Urls.PoseInfoUrl + '/UpdateOrCreatePoseInfo'
                        HttpHelper.create_item(pose_url, ages[aged.id])

                    ckpt_time, post_time = getTime(ckpt_time)
            except KeyboardInterrupt:
                break

        while (writer.running()):
            pass
        writer.stop()