113 lines
3.9 KiB
Python
113 lines
3.9 KiB
Python
import asyncio
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import logging
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import cv2
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import time
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from ocr.model_violation_detector import MultiModelViolationDetector
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# 配置文件相对路径（根据实际目录结构调整）
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YOLO_MODEL_PATH = "../ocr/models/best.pt" # 关键修正：从core目录向上一级找ocr文件夹
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FORBIDDEN_WORDS_PATH = "../ocr/forbidden_words.txt"
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OCR_CONFIG_PATH = "../ocr/config/1.yaml"
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KNOWN_FACES_DIR = "../ocr/known_faces"
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# 创建检测器实例
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detector = MultiModelViolationDetector(
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forbidden_words_path=FORBIDDEN_WORDS_PATH,
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ocr_config_path=OCR_CONFIG_PATH,
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yolo_model_path=YOLO_MODEL_PATH,
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known_faces_dir=KNOWN_FACES_DIR,
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ocr_confidence_threshold=0.5
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)
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# 配置日志
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger("rtmp_video_puller")
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async def rtmp_pull_video_stream(rtmp_url):
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"""
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通过RTMP从指定URL拉取视频流并进行违规检测
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"""
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cap = None # 初始化视频捕获对象
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try:
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# 异步打开RTMP流
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cap = await asyncio.to_thread(
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cv2.VideoCapture,
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rtmp_url,
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cv2.CAP_FFMPEG # 指定FFmpeg后端确保RTMP兼容性
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)
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# 检查RTMP流是否成功打开
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is_opened = await asyncio.to_thread(cap.isOpened)
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if not is_opened:
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raise Exception(f"RTMP流打开失败: {rtmp_url}（请检查URL有效性和FFmpeg环境）")
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# 获取RTMP流基础信息
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width = await asyncio.to_thread(cap.get, cv2.CAP_PROP_FRAME_WIDTH)
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height = await asyncio.to_thread(cap.get, cv2.CAP_PROP_FRAME_HEIGHT)
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fps = await asyncio.to_thread(cap.get, cv2.CAP_PROP_FPS)
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# 处理异常情况
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fps = fps if fps > 0 else 30.0
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width, height = int(width), int(height)
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# 打印流初始化成功信息
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print(f"RTMP流状态: 已成功连接")
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print(f"流基础信息: 分辨率 {width}x{height} | 配置帧率 {fps:.2f} FPS")
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print("开始接收视频帧...（按 Ctrl+C 中断）")
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# 初始化帧统计参数
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frame_count = 0
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start_time = time.time()
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# 循环读取视频帧
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while True:
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ret, frame = await asyncio.to_thread(cap.read)
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if not ret:
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print(f"RTMP流状态: 帧读取失败（可能流已中断或结束）")
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break
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frame_count += 1
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# 打印当前帧信息
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print(f"收到帧 (第{frame_count}帧)")
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print(f" 帧尺寸: {width}x{height}")
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print(f" 配置帧率: {fps:.2f} FPS")
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if frame is not None:
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has_violation, violation_type, details = detector.detect_violations(frame)
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if has_violation:
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print(f"检测到违规 - 类型: {violation_type}, 详情: {details}")
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else:
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print("未检测到任何违规内容")
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else:
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print(f"无法读取测试图像")
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# 每100帧统计一次实际接收帧率
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if frame_count % 100 == 0:
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elapsed_time = time.time() - start_time
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actual_fps = frame_count / elapsed_time
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print(f"---- 帧统计: 累计{frame_count}帧 | 实际平均帧率 {actual_fps:.2f} FPS ----")
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except KeyboardInterrupt:
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print(f"\n用户操作: 已通过 Ctrl+C 中断程序")
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except Exception as e:
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logger.error(f"RTMP流处理异常: {str(e)}", exc_info=True)
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print(f"错误信息: {str(e)}")
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finally:
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if cap is not None:
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await asyncio.to_thread(cap.release)
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print(f"\n资源释放: RTMP流已关闭")
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print(f"最终统计: 共接收 {frame_count if 'frame_count' in locals() else 0} 帧")
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if __name__ == "__main__":
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RTMP_URL = "rtmp://192.168.110.25:1935/live/473b95a47e338301cbd96809ea7ac416"
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try:
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asyncio.run(rtmp_pull_video_stream(RTMP_URL))
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except Exception as e:
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print(f"程序启动失败: {str(e)}")
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