import random import os def traverse_directory(directory, txt_name): file_names = [] for root, dirs, files in os.walk(directory): for file in files: file_names.append(file) file_names.sort() with open(txt_name, 'w') as f: for file_name in file_names: f.write(file_name + '\n') def split_dataset(file_path, train_ratio=0.8, val_ratio=0.1, former=None): with open(file_path, 'r') as f: data = f.readlines() random.shuffle(data) train_size = int(len(data) * train_ratio) val_size = int(len(data) * val_ratio) train_set = data[:train_size] val_set = data[train_size:train_size + val_size] test_set = data[train_size + val_size:] with open(former + '_trainset.txt', 'w') as f: f.writelines(train_set) with open(former + '_valset.txt', 'w') as f: f.writelines(val_set) with open(former + '_testset.txt', 'w') as f: f.writelines(test_set) print(f"Finished.") if __name__ == "__main__": traverse_directory('JSRT-241/CXR', "JSRT.txt") split_dataset('JSRT.txt',0.8,0.1, "JSRT")