#!/usr/bin/env python3 # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ Data pre-processing: build vocabularies and binarize training data. """ import argparse import glob import os import soundfile import random def get_parser(): parser = argparse.ArgumentParser() parser.add_argument('root', metavar='DIR', help='root directory containing flac files to index') parser.add_argument('--valid-percent', default=0.01, type=float, metavar='D', help='percentage of data to use as validation set (between 0 and 1)') parser.add_argument('--dest', default='.', type=str, metavar='DIR', help='output directory') parser.add_argument('--ext', default='flac', type=str, metavar='EXT', help='extension to look for') parser.add_argument('--seed', default=42, type=int, metavar='N', help='random seed') parser.add_argument('--path-must-contain', default=None, type=str, metavar='FRAG', help='if set, path must contain this substring for a file to be included in the manifest') return parser def main(args): assert args.valid_percent >= 0 and args.valid_percent <= 1. dir_path = os.path.realpath(args.root) search_path = os.path.join(dir_path, '**/*.' + args.ext) rand = random.Random(args.seed) with open(os.path.join(args.dest, 'train.tsv'), 'w') as train_f, open( os.path.join(args.dest, 'valid.tsv'), 'w') as valid_f: print(dir_path, file=train_f) print(dir_path, file=valid_f) for fname in glob.iglob(search_path, recursive=True): file_path = os.path.realpath(fname) if args.path_must_contain and args.path_must_contain not in file_path: continue frames = soundfile.info(fname).frames dest = train_f if rand.random() > args.valid_percent else valid_f print('{}\t{}'.format(os.path.relpath(file_path, dir_path), frames), file=dest) if __name__ == '__main__': parser = get_parser() args = parser.parse_args() main(args)