import argparse import os import json from PIL import Image import multiprocessing as mp import warnings warnings.filterwarnings('ignore') def check_image(image_path): try: Image.open(image_path) return True except Exception as e: print(f"Error details: {str(e)}") return False def check_image_path(image_info): data_path, image_path_list = image_info # Unpack the info valid_image_paths = [] for image_path in image_path_list: if check_image(os.path.join(data_path, image_path)): valid_image_paths.append(image_path) return valid_image_paths def load_image_path(image_info): folder_name, data_path, image_extensions = image_info # Unpack the info print(folder_name) folder_path = os.path.join(data_path, folder_name) local_image_paths = [] for image_path in os.listdir(folder_path): _, file_extension = os.path.splitext(image_path) if file_extension.lower() in image_extensions: image_path_full = os.path.join(folder_name, image_path) local_image_paths.append(image_path_full) return local_image_paths def main(args): data_path = args.data_path image_extensions = ['.jpg', '.jpeg', '.png', '.gif', '.bmp', '.tiff', '.webp'] num_processes = 47 work_list = [('openimages_{:0>4}'.format(idx), data_path, image_extensions) for idx in range(1, 48)] with mp.Pool(processes=num_processes) as pool: results = pool.map(load_image_path, work_list) image_paths = [image_path for sublist in results for image_path in sublist] print('image_paths is loaded') num_processes = max(mp.cpu_count() // 2, 4) unit = len(image_paths) // num_processes work_list = [(data_path, image_paths[idx*unit:(idx+1)*unit]) for idx in range(num_processes)] with mp.Pool(processes=num_processes) as pool: results = pool.map(check_image_path, work_list) valid_image_paths = [image_path for sublist in results for image_path in sublist] print('image_paths is checked') output_json_file_path = os.path.join(data_path, 'image_paths.json') with open(output_json_file_path, 'w') as outfile: json.dump(valid_image_paths, outfile, indent=4) print(f"Image paths have been saved to {output_json_file_path}") if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--data-path", type=str, required=True) args = parser.parse_args() main(args)