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"""
实时视频检测系统主程序
"""
import os
import sys
import signal
import logging
import argparse
import time
import json
from typing import Optional
# 添加src目录到Python路径
sys.path.append(os.path.join(os.path.dirname(__file__), 'src'))
from src.config_manager import config_manager
from src.detection_engine import DetectionEngine
from src.stream_manager import StreamManager
from src.alarm_system import AlarmSystem
from src.api_server import APIServer
from src.model_manager import model_manager
from src.scene_manager import SceneManager
from src.scene_mapper import SceneMapper
from src.device_platform_client import DevicePlatformClient
from src.heartbeat_manager import HeartbeatManager
class VideoDetectionSystem:
"""实时视频检测系统主类"""
def __init__(self, config_path: Optional[str] = None):
"""
初始化系统
Args:
config_path: 配置文件路径
"""
# 配置日志
self._setup_logging()
self.logger = logging.getLogger(__name__)
self.logger.info("初始化实时视频检测系统...")
# 加载配置
if config_path:
config_manager.config_path = config_path
config_manager.reload_config()
# 初始化组件
self.detection_engine: Optional[DetectionEngine] = None
self.stream_manager: Optional[StreamManager] = None
self.alarm_system: Optional[AlarmSystem] = None
self.api_server: Optional[APIServer] = None
self.scene_manager: Optional[SceneManager] = None
self.device_client: Optional[DevicePlatformClient] = None
self.heartbeat_manager: Optional[HeartbeatManager] = None
self.scene_mapper: Optional[SceneMapper] = None
# 系统状态
self.is_running = False
# 注册信号处理
self._setup_signal_handlers()
def _setup_logging(self) -> None:
"""配置日志系统"""
log_config = config_manager.get('logging', {})
# 创建logs目录
log_file_path = log_config.get('file_path', 'logs/detection.log')
os.makedirs(os.path.dirname(log_file_path), exist_ok=True)
# 配置日志格式
log_format = log_config.get(
'format',
'%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
# 配置日志级别
log_level = getattr(logging, log_config.get('level', 'INFO').upper())
# 配置日志处理器
handlers = [
logging.StreamHandler(sys.stdout), # 控制台输出
logging.FileHandler(log_file_path, encoding='utf-8') # 文件输出
]
# 应用配置
logging.basicConfig(
level=log_level,
format=log_format,
handlers=handlers,
force=True
)
# 设置第三方库日志级别
logging.getLogger('urllib3').setLevel(logging.WARNING)
logging.getLogger('requests').setLevel(logging.WARNING)
if not config_manager.get('api.debug', False):
logging.getLogger('werkzeug').setLevel(logging.WARNING)
def _setup_signal_handlers(self) -> None:
"""设置信号处理器"""
def signal_handler(signum, frame):
self.logger.info(f"接收到信号 {signum},正在关闭系统...")
self.shutdown()
sys.exit(0)
signal.signal(signal.SIGINT, signal_handler)
signal.signal(signal.SIGTERM, signal_handler)
# Windows系统支持
if hasattr(signal, 'SIGBREAK'):
signal.signal(signal.SIGBREAK, signal_handler)
def initialize(self) -> bool:
"""
初始化所有组件
Returns:
是否初始化成功
"""
try:
self.logger.info("正在初始化系统组件...")
# 0. 预加载所有模型
self.logger.info("预加载AI模型...")
algorithm_models = config_manager.get('model.algorithm_models', {})
preload_all = config_manager.get('model.preload_all', True)
if preload_all and algorithm_models:
model_paths = list(set(algorithm_models.values())) # 去重
results = model_manager.preload_models(model_paths)
success_count = sum(1 for v in results.values() if v)
self.logger.info(f"模型预加载完成: {success_count}/{len(model_paths)} 个模型可用")
# 显示已加载的模型
for algorithm, model_path in algorithm_models.items():
status = "✓" if results.get(model_path, False) else "✗"
self.logger.info(f" {status} {algorithm}: {model_path}")
# 1. 初始化检测引擎
self.logger.info("初始化检测引擎...")
self.detection_engine = DetectionEngine()
# 2. 初始化流管理器
self.logger.info("初始化流管理器...")
self.stream_manager = StreamManager(self.detection_engine)
# 3. 初始化场景相关组件
self.logger.info("初始化场景管理组件...")
# 3.1 场景映射器
self.scene_mapper = SceneMapper()
# 3.2 设备平台客户端
device_platform_config = config_manager.get('device_platform', {})
base_url = device_platform_config.get('base_url', 'http://localhost:8080')
timeout = device_platform_config.get('timeout', 10)
retry_times = device_platform_config.get('retry_times', 3)
self.device_client = DevicePlatformClient(
base_url=base_url,
timeout=timeout,
retry_times=retry_times
)
# 4. 初始化报警系统(需要设备平台客户端和流管理器)
self.logger.info("初始化报警系统...")
# 获取Kafka配置
kafka_config = config_manager.get('kafka', {})
self.alarm_system = AlarmSystem(
device_client=self.device_client,
stream_manager=self.stream_manager,
kafka_config=kafka_config
)
# 4.3 心跳管理器
self.heartbeat_manager = HeartbeatManager(self.device_client)
# 4.4 场景管理器
self.scene_manager = SceneManager(
device_client=self.device_client,
heartbeat_manager=self.heartbeat_manager,
scene_mapper=self.scene_mapper,
stream_manager=self.stream_manager
)
# 关联场景管理器到流管理器
self.stream_manager.scene_manager = self.scene_manager
# 5. 注册报警处理器
self.detection_engine.add_alarm_callback(
self.alarm_system.process_alarm_event
)
# 6. 初始化API服务器
self.logger.info("初始化API服务器...")
self.api_server = APIServer(self.stream_manager)
self.logger.info("系统组件初始化完成")
return True
except Exception as e:
self.logger.error(f"系统初始化失败: {e}")
return False
def start(self) -> bool:
"""
启动系统
Returns:
是否启动成功
"""
if self.is_running:
self.logger.warning("系统已在运行")
return False
try:
self.logger.info("启动实时视频检测系统...")
# 检查组件是否已初始化
if not all([self.detection_engine, self.stream_manager,
self.alarm_system, self.api_server]):
self.logger.error("系统组件未正确初始化")
return False
# 启动API服务器
if not self.api_server.start():
self.logger.error("API服务器启动失败")
return False
self.is_running = True
# 显示系统信息
self._show_system_info()
self.logger.info("实时视频检测系统启动成功")
return True
except Exception as e:
self.logger.error(f"系统启动失败: {e}")
return False
def _show_system_info(self) -> None:
"""显示系统信息"""
api_config = config_manager.get_api_config()
info_lines = [
"=" * 60,
"实时视频检测系统",
"=" * 60,
f"API服务地址: http://{api_config['host']}:{api_config['port']}",
f"最大流数量: {config_manager.get('detection.max_streams', 10)}",
f"使用GPU: {config_manager.get('performance.use_gpu', True)}",
"",
"主要API接口:",
f" 健康检查: GET /health",
f" 注册流: POST /api/v1/streams",
f" 获取流列表: GET /api/v1/streams",
f" 启动流: POST /api/v1/streams/{{stream_id}}/start",
f" 停止流: POST /api/v1/streams/{{stream_id}}/stop",
f" 删除流: DELETE /api/v1/streams/{{stream_id}}",
"",
"按 Ctrl+C 停止系统",
"=" * 60
]
for line in info_lines:
print(line)
def wait_for_shutdown(self) -> None:
"""等待系统关闭"""
try:
while self.is_running:
time.sleep(1)
except KeyboardInterrupt:
self.logger.info("接收到中断信号")
self.shutdown()
def shutdown(self) -> None:
"""关闭系统"""
if not self.is_running:
return
self.logger.info("正在关闭实时视频检测系统...")
self.is_running = False
try:
# 关闭API服务器
if self.api_server:
self.api_server.stop()
# 关闭场景管理器
if self.scene_manager:
self.scene_manager.stop()
# 关闭心跳管理器
if self.heartbeat_manager:
self.heartbeat_manager.stop()
# 关闭流管理器
if self.stream_manager:
self.stream_manager.shutdown()
# 关闭报警系统
if self.alarm_system:
self.alarm_system.shutdown()
# 关闭检测引擎
if self.detection_engine:
self.detection_engine.shutdown()
self.logger.info("系统关闭完成")
except Exception as e:
self.logger.error(f"系统关闭时发生错误: {e}")
def get_system_status(self) -> dict:
"""获取系统状态"""
status = {
'is_running': self.is_running,
'components': {
'detection_engine': self.detection_engine is not None,
'stream_manager': self.stream_manager is not None,
'alarm_system': self.alarm_system is not None,
'api_server': self.api_server is not None and self.api_server.is_server_running()
}
}
if self.stream_manager:
status['stream_stats'] = self.stream_manager.get_stream_stats()
if self.alarm_system:
status['alarm_stats'] = self.alarm_system.get_stats()
return status
def main():
"""主函数"""
parser = argparse.ArgumentParser(description='实时视频检测系统')
parser.add_argument(
'--config', '-c',
type=str,
default='config/default_config.yaml',
help='配置文件路径'
)
parser.add_argument(
'--daemon', '-d',
action='store_true',
help='以守护进程模式运行'
)
parser.add_argument(
'--status',
action='store_true',
help='显示系统状态'
)
args = parser.parse_args()
try:
# 创建系统实例
system = VideoDetectionSystem(config_path=args.config)
# 如果只是查看状态
if args.status:
if system.initialize():
status = system.get_system_status()
print("系统状态:")
print(json.dumps(status, indent=2, ensure_ascii=False))
return
# 初始化系统
if not system.initialize():
print("系统初始化失败")
sys.exit(1)
# 启动系统
if not system.start():
print("系统启动失败")
sys.exit(1)
# 如果是守护进程模式
if args.daemon:
print("暂不支持守护模式")
sys.exit(1)
# 需要 python-daemon 额外开发
# 等待关闭
system.wait_for_shutdown()
except Exception as e:
print(f"系统运行异常: {e}")
sys.exit(1)
if __name__ == "__main__":
main()