You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
100 lines
3.2 KiB
100 lines
3.2 KiB
3 years ago
|
# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
|
||
|
|
#
|
||
|
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||
|
|
# you may not use this file except in compliance with the License.
|
||
|
|
# You may obtain a copy of the License at
|
||
|
|
#
|
||
|
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||
|
|
#
|
||
|
|
# Unless required by applicable law or agreed to in writing, software
|
||
|
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||
|
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||
|
|
# See the License for the specific language governing permissions and
|
||
|
|
# limitations under the License.
|
||
|
|
|
||
|
|
import os
|
||
|
|
import pickle
|
||
|
|
import argparse
|
||
|
|
from pathlib import Path
|
||
|
|
|
||
|
|
import tqdm
|
||
|
|
import numpy as np
|
||
|
|
|
||
|
|
from parakeet.datasets import LJSpeechMetaData
|
||
|
|
from parakeet.audio import AudioProcessor, LogMagnitude
|
||
|
|
from parakeet.frontend import EnglishCharacter
|
||
|
|
|
||
|
|
from config import get_cfg_defaults
|
||
|
|
|
||
|
|
|
||
|
|
def create_dataset(config, source_path, target_path, verbose=False):
|
||
|
|
# create output dir
|
||
|
|
target_path = Path(target_path).expanduser()
|
||
|
|
mel_path = target_path / "mel"
|
||
|
|
os.makedirs(mel_path, exist_ok=True)
|
||
|
|
|
||
|
|
meta_data = LJSpeechMetaData(source_path)
|
||
|
|
frontend = EnglishCharacter()
|
||
|
|
processor = AudioProcessor(
|
||
|
|
sample_rate=config.data.sample_rate,
|
||
|
|
n_fft=config.data.n_fft,
|
||
|
|
n_mels=config.data.n_mels,
|
||
|
|
win_length=config.data.win_length,
|
||
|
|
hop_length=config.data.hop_length,
|
||
|
|
fmax=config.data.fmax,
|
||
|
|
fmin=config.data.fmin)
|
||
|
|
normalizer = LogMagnitude()
|
||
|
|
|
||
|
|
records = []
|
||
|
|
for (fname, text, _) in tqdm.tqdm(meta_data):
|
||
|
|
wav = processor.read_wav(fname)
|
||
|
|
mel = processor.mel_spectrogram(wav)
|
||
|
|
mel = normalizer.transform(mel)
|
||
|
|
ids = frontend(text)
|
||
|
|
mel_name = os.path.splitext(os.path.basename(fname))[0]
|
||
|
|
|
||
|
|
# save mel spectrogram
|
||
|
|
records.append((mel_name, text, ids))
|
||
|
|
np.save(mel_path / mel_name, mel)
|
||
|
|
if verbose:
|
||
|
|
print("save mel spectrograms into {}".format(mel_path))
|
||
|
|
|
||
|
|
# save meta data as pickle archive
|
||
|
|
with open(target_path / "metadata.pkl", 'wb') as f:
|
||
|
|
pickle.dump(records, f)
|
||
|
|
if verbose:
|
||
|
|
print("saved metadata into {}".format(target_path / "metadata.pkl"))
|
||
|
|
|
||
|
|
print("Done.")
|
||
|
|
|
||
|
|
|
||
|
|
if __name__ == "__main__":
|
||
|
|
parser = argparse.ArgumentParser(description="create dataset")
|
||
|
|
parser.add_argument(
|
||
|
|
"--config",
|
||
|
|
type=str,
|
||
|
|
metavar="FILE",
|
||
|
|
help="extra config to overwrite the default config")
|
||
|
|
parser.add_argument(
|
||
|
|
"--input", type=str, help="path of the ljspeech dataset")
|
||
|
|
parser.add_argument(
|
||
|
|
"--output", type=str, help="path to save output dataset")
|
||
|
|
parser.add_argument(
|
||
|
|
"--opts",
|
||
|
|
nargs=argparse.REMAINDER,
|
||
|
|
help="options to overwrite --config file and the default config, passing in KEY VALUE pairs"
|
||
|
|
)
|
||
|
|
parser.add_argument(
|
||
|
|
"-v", "--verbose", action="store_true", help="print msg")
|
||
|
|
|
||
|
|
config = get_cfg_defaults()
|
||
|
|
args = parser.parse_args()
|
||
|
|
if args.config:
|
||
|
|
config.merge_from_file(args.config)
|
||
|
|
if args.opts:
|
||
|
|
config.merge_from_list(args.opts)
|
||
|
|
config.freeze()
|
||
|
|
print(config.data)
|
||
|
|
|
||
|
|
create_dataset(config, args.input, args.output, args.verbose)
|