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| #!/usr/bin/env python3 | |
| import os | |
| import argparse | |
| from signal_processing import SignalProcessor | |
| import shutil | |
| def main(): | |
| parser = argparse.ArgumentParser(description='Enhance valve lash audio files with specialized signal processing') | |
| parser.add_argument('--input-dir', type=str, default='data/valve_lash', help='Directory containing valve lash audio files') | |
| parser.add_argument('--output-dir', type=str, default='data/enhanced_valve_lash', help='Directory to save enhanced files') | |
| parser.add_argument('--replace', action='store_true', help='Replace original files with enhanced ones') | |
| parser.add_argument('--sr', type=int, default=22050, help='Sample rate for processing') | |
| args = parser.parse_args() | |
| # Create processor | |
| processor = SignalProcessor(sr=args.sr) | |
| # Create output directory if it doesn't exist | |
| os.makedirs(args.output_dir, exist_ok=True) | |
| # Process each file | |
| print(f"Enhancing valve lash audio files from {args.input_dir}...") | |
| processor.process_valve_lash_dataset(args.input_dir, args.output_dir) | |
| # Replace original files if requested | |
| if args.replace: | |
| print("Replacing original files with enhanced versions...") | |
| for filename in os.listdir(args.output_dir): | |
| if filename.startswith("enhanced_") and filename.endswith('.wav'): | |
| # Get original filename | |
| original_name = filename.replace("enhanced_", "") | |
| original_path = os.path.join(args.input_dir, original_name) | |
| enhanced_path = os.path.join(args.output_dir, filename) | |
| # Make backup of original file | |
| backup_dir = os.path.join(args.input_dir, 'backup') | |
| os.makedirs(backup_dir, exist_ok=True) | |
| backup_path = os.path.join(backup_dir, original_name) | |
| shutil.copy2(original_path, backup_path) | |
| # Replace original with enhanced | |
| shutil.copy2(enhanced_path, original_path) | |
| print(f"Replaced {original_name} (backup saved to {backup_dir})") | |
| print("Enhancement complete!") | |
| # Provide next steps | |
| print("\nNext steps:") | |
| print("1. Run 'python augment_and_train.py --target-count 20' to train models with enhanced data") | |
| print("2. Run 'python app.py' to test the improved models") | |
| if __name__ == "__main__": | |
| main() | |