#!/usr/bin/env python3 """ Evaluate a single Qwen-VL model variant on PVSG dataset """ import argparse import sys from pathlib import Path from evaluator import PVSGEvaluator from config import MODELS def main(): parser = argparse.ArgumentParser(description="Evaluate Qwen-VL model on PVSG dataset") parser.add_argument( "--model_variant", choices=list(MODELS.keys()), required=True, help="Model variant to evaluate" ) parser.add_argument( "--device", default="auto", help="Device to use for inference (auto, cuda, cpu)" ) parser.add_argument( "--max_videos", type=int, default=None, help="Maximum number of videos to evaluate (default: all test videos)" ) parser.add_argument( "--no_save_intermediate", action="store_true", help="Don't save intermediate checkpoints" ) args = parser.parse_args() print(f"Starting evaluation of {args.model_variant} model") print(f"Model config: {MODELS[args.model_variant]}") # Create evaluator evaluator = PVSGEvaluator( model_variant=args.model_variant, device=args.device, max_videos=args.max_videos ) # Run evaluation try: results = evaluator.evaluate_all_videos( save_intermediate=not args.no_save_intermediate ) # Print summary summary = evaluator.get_evaluation_summary() print("\\n" + "="*50) print("EVALUATION SUMMARY") print("="*50) for key, value in summary.items(): print(f"{key}: {value}") print(f"\\nEvaluation completed successfully!") print(f"Results saved in: {Path(__file__).parent / 'results'}") except KeyboardInterrupt: print("\\nEvaluation interrupted by user") sys.exit(1) except Exception as e: print(f"\\nError during evaluation: {e}") sys.exit(1) if __name__ == "__main__": main()