#!/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. # # Adapted from examples/wav2vec/wav2vec_manifest.py """ Data preparation for the speech normalizer """ import argparse import glob import os import soundfile from examples.speech_to_speech.preprocessing.data_utils import load_units, process_units def process(args): assert ( args.for_inference or args.target_unit is not None ), "missing --target-unit or --for-inference" if not os.path.exists(args.output_dir): os.makedirs(args.output_dir) dir_path = os.path.realpath(args.audio_dir) search_path = os.path.join(dir_path, "**/*." + args.ext) if args.target_unit: unit_data = load_units(args.target_unit) with open(os.path.join(args.output_dir, f"{args.data_name}.tsv"), "w") as o_t, open( os.path.join(args.output_dir, f"{args.data_name}.unit"), "w" ) as o_u: print(dir_path, file=o_t) for fname in glob.iglob(search_path, recursive=True): file_path = os.path.realpath(fname) frames = soundfile.info(fname).frames print( "{}\t{}".format(os.path.relpath(file_path, dir_path), frames), file=o_t ) if args.for_inference: print("0", file=o_u) else: sample_id = os.path.basename(file_path)[: -len(args.ext) - 1] assert ( sample_id in unit_data ), f'{fname} does not have unit data in {args.target_unit}. Expecting sample_id "{sample_id}".' target_units = process_units(unit_data[sample_id], reduce=True) print(" ".join(target_units), file=o_u) def main(): parser = argparse.ArgumentParser() parser.add_argument("--audio-dir", required=True, type=str, help="audio directory") parser.add_argument("--ext", default="flac", type=str, help="audio extension") parser.add_argument( "--data-name", required=True, type=str, help="dataset name", ) parser.add_argument( "--output-dir", required=True, type=str, help="output directory" ) parser.add_argument( "--for-inference", action="store_true", help="set this if preparing data for running inference with a speech normalizer", ) parser.add_argument( "--target-unit", default=None, type=str, help="a file containing unit sequences in the format: sample_id|u1 u2 ...", ) args = parser.parse_args() process(args) if __name__ == "__main__": main()