import argparse import numpy as np import glob import os from xml.dom import minidom import shutil np.random.seed(42069) parser = argparse.ArgumentParser() parser.add_argument("--train", type=int, default=80, help="Percentage of training dataset") parser.add_argument("--test", type=int, default=10, help="Percentage of test dataset") parser.add_argument("--val", type=int, default=10, help="Percentage of validation dataset") parser.add_argument("-m", "--move", action='store_true', default=False, help="Move files to dataset instead of copying") parser.add_argument("input_dir") parser.add_argument("output_dir") args = parser.parse_args() if not (args.train + args.test + args.val) == 100: raise ValueError("Train, Test and Validation percentage should add up to 100") class_names = os.listdir(args.input_dir) os.mkdir(args.output_dir) for class_name in class_names: dataset_class_dir = os.path.join(args.input_dir, class_name) dataset_class_dir_output = os.path.join(args.output_dir, class_name) if not os.path.isdir(dataset_class_dir): continue dataset_class_dir = os.path.join(args.input_dir, class_name) dataset_class_dir_output = os.path.join(args.output_dir, class_name) os.mkdir(dataset_class_dir_output) annotations = {} doc = minidom.parse(os.path.join(dataset_class_dir, "annotations.xml")) images = doc.getElementsByTagName('image') for image in images: image_name = image.attributes['name'].value annotations[image_name] = image image_names = list(annotations.keys()) np.random.shuffle(image_names) train_no = int(round((args.train / 100) * len(image_names))) assert(train_no > 0) valid_no = int(round((args.val / 100) * len(image_names))) assert(valid_no > 0) test_no = len(image_names) - (train_no + valid_no) assert(test_no > 0) train_files = image_names[:train_no] valid_files = image_names[train_no:train_no + valid_no] test_files = image_names[train_no + valid_no:] for subset, arr in [ ("train", train_files), ("test", test_files), ("val", valid_files) ]: os.mkdir(os.path.join(dataset_class_dir_output, subset)) annotation_xml = minidom.Document() annotations_root = annotation_xml.createElement('annotations') annotation_xml.appendChild(annotations_root) for f in arr: annotations_root.appendChild(annotations[f]) if not args.move: shutil.copy2(os.path.join(dataset_class_dir, f), os.path.join(dataset_class_dir_output, subset, f)) else: shutil.move(os.path.join(dataset_class_dir, f), os.path.join(dataset_class_dir_output, subset, f)) xml_str = annotation_xml.toprettyxml(indent="\t") with open(os.path.join(dataset_class_dir_output, subset, "annotations.xml"), 'w') as f: f.write(xml_str)