import argparse import os import cv2 import time import logging from siwatsystem.pympta import load_pipeline_from_zip, run_pipeline logging.basicConfig(level=logging.DEBUG, format="%(asctime)s [%(levelname)s] %(message)s") def main(mpta_url: str, video_source: str): extraction_dir = os.path.join("models", "webcam_pipeline") logging.info(f"Loading pipeline from {mpta_url}") model_tree = load_pipeline_from_zip(mpta_url, extraction_dir) if model_tree is None: logging.error("Failed to load pipeline.") return cap = cv2.VideoCapture(video_source) if not cap.isOpened(): logging.error(f"Cannot open video source {video_source}") return logging.info("Press 'q' to exit.") while True: ret, frame = cap.read() if not ret: logging.error("Failed to capture frame.") break detection, bbox = run_pipeline(frame, model_tree, return_bbox=True) if bbox: x1, y1, x2, y2 = bbox cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2) label = detection["class"] if detection else "Detection" cv2.putText(frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (36, 255, 12), 2) cv2.imshow("Pipeline Webcam", frame) if cv2.waitKey(1) & 0xFF == ord('q'): break cap.release() cv2.destroyAllWindows() if __name__ == "__main__": parser = argparse.ArgumentParser(description="Run pipeline webcam utility.") parser.add_argument("--mpta-url", type=str, required=True, help="URL to the pipeline mpta (ZIP) file.") parser.add_argument("--video", type=str, default="0", help="Video source (default webcam index 0).") args = parser.parse_args() video_source = int(args.video) if args.video.isdigit() else args.video main(args.mpta_url, video_source)