#!/usr/bin/env python import random import os.path as osp from glob import iglob from functools import reduce, partial from common import (get_default_parser, create_file_list, link_dataset, random_split, get_path_tuples) SUBSETS = ('train', 'val') SUBDIRS = ('cloud', 'label') FILE_LIST_PATTERN = "{subset}.txt" if __name__ == '__main__': parser = get_default_parser() parser.add_argument('--seed', type=int, default=None, help="Random seed.") parser.add_argument( '--ratios', type=float, nargs='+', default=(0.8, 0.2), help="Ratios of each subset (train/val or train/val/test).") args = parser.parse_args() if args.seed is not None: random.seed(args.seed) if len(args.ratios) not in (2, 3): raise ValueError("Wrong number of ratios!") out_dir = osp.join(args.out_dataset_dir, osp.basename(osp.normpath(args.in_dataset_dir))) link_dataset(args.in_dataset_dir, args.out_dataset_dir) path_tuples = get_path_tuples( *(osp.join(out_dir, subdir) for subdir in SUBDIRS), glob_pattern='**/*.png', data_dir=args.out_dataset_dir) splits = random_split(path_tuples, ratios=args.ratios) for subset, split in zip(SUBSETS, splits): file_list = osp.join( args.out_dataset_dir, FILE_LIST_PATTERN.format(subset=subset)) create_file_list(file_list, split) print(f"Write file list to {file_list}.")