import numpy as np from os import listdir from os.path import isfile, isdir, join import os #import json import random from subprocess import call cwd = '/home/yuqian_fu/Data/CDFSL/Plantae' source_path = cwd data_path = join(cwd,'images') if not os.path.exists(data_path): os.makedirs(data_path) savedir = './' dataset_list = ['base','val','novel'] folder_list = [f for f in listdir(source_path) if isdir(join(source_path, f))] #folder_list.sort() folder_list_count = np.array([len(listdir(join(source_path, f))) for f in folder_list]) folder_list_idx = np.argsort(folder_list_count) folder_list = np.array(folder_list)[folder_list_idx[-200:]].tolist() label_dict = dict(zip(folder_list,range(0,len(folder_list)))) classfile_list_all = [] for i, folder in enumerate(folder_list): source_folder_path = join(source_path, folder) folder_path = join(data_path, folder) classfile_list_all.append( [ cf for cf in listdir(source_folder_path) if (isfile(join(source_folder_path,cf)) and cf[0] != '.')]) random.shuffle(classfile_list_all[i]) classfile_list_all[i] = classfile_list_all[i][:min(len(classfile_list_all[i]), 600)] call('mkdir ' + folder_path, shell=True) for cf in classfile_list_all[i]: call('cp ' + join(source_folder_path, cf) + ' ' + join(folder_path, cf), shell=True) classfile_list_all[i] = [join(folder_path, cf) for cf in classfile_list_all[i]] for dataset in dataset_list: file_list = [] label_list = [] for i, classfile_list in enumerate(classfile_list_all): if 'base' in dataset: if (i%2 == 0): file_list = file_list + classfile_list label_list = label_list + np.repeat(i, len(classfile_list)).tolist() if 'val' in dataset: if (i%4 == 1): file_list = file_list + classfile_list label_list = label_list + np.repeat(i, len(classfile_list)).tolist() if 'novel' in dataset: if (i%4 == 3): file_list = file_list + classfile_list label_list = label_list + np.repeat(i, len(classfile_list)).tolist() fo = open(savedir + dataset + ".json", "w") fo.write('{"label_names": [') fo.writelines(['"%s",' % item for item in folder_list]) fo.seek(0, os.SEEK_END) fo.seek(fo.tell()-1, os.SEEK_SET) fo.write('],') fo.write('"image_names": [') fo.writelines(['"%s",' % item for item in file_list]) fo.seek(0, os.SEEK_END) fo.seek(fo.tell()-1, os.SEEK_SET) fo.write('],') fo.write('"image_labels": [') fo.writelines(['%d,' % item for item in label_list]) fo.seek(0, os.SEEK_END) fo.seek(fo.tell()-1, os.SEEK_SET) fo.write(']}') fo.close() print("%s -OK" %dataset)