mirror of
https://github.com/k2-fsa/icefall.git
synced 2025-08-09 01:52:41 +00:00
avoid copying files
This commit is contained in:
parent
53a29636f3
commit
196e9a8781
@ -1,84 +0,0 @@
|
|||||||
#!/usr/bin/env python3
|
|
||||||
# Copyright 2024 Xiaomi Corp. (authors: Fangjun Kuang)
|
|
||||||
#
|
|
||||||
# See ../../../../LICENSE for clarification regarding multiple authors
|
|
||||||
#
|
|
||||||
# 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.
|
|
||||||
"""
|
|
||||||
This script compute the mean and std of the fbank features.
|
|
||||||
"""
|
|
||||||
|
|
||||||
import argparse
|
|
||||||
import json
|
|
||||||
import logging
|
|
||||||
from pathlib import Path
|
|
||||||
|
|
||||||
import torch
|
|
||||||
from lhotse import CutSet, load_manifest_lazy
|
|
||||||
|
|
||||||
|
|
||||||
def get_args():
|
|
||||||
parser = argparse.ArgumentParser()
|
|
||||||
|
|
||||||
parser.add_argument(
|
|
||||||
"manifest",
|
|
||||||
type=Path,
|
|
||||||
help="Path to the manifest file",
|
|
||||||
)
|
|
||||||
|
|
||||||
parser.add_argument(
|
|
||||||
"cmvn",
|
|
||||||
type=Path,
|
|
||||||
help="Path to the cmvn.json",
|
|
||||||
)
|
|
||||||
|
|
||||||
return parser.parse_args()
|
|
||||||
|
|
||||||
|
|
||||||
def main():
|
|
||||||
args = get_args()
|
|
||||||
|
|
||||||
manifest = args.manifest
|
|
||||||
logging.info(
|
|
||||||
f"Computing fbank mean and std for {manifest} and saving to {args.cmvn}"
|
|
||||||
)
|
|
||||||
|
|
||||||
assert manifest.is_file(), f"{manifest} does not exist"
|
|
||||||
cut_set = load_manifest_lazy(manifest)
|
|
||||||
assert isinstance(cut_set, CutSet), type(cut_set)
|
|
||||||
|
|
||||||
feat_dim = cut_set[0].features.num_features
|
|
||||||
num_frames = 0
|
|
||||||
s = 0
|
|
||||||
sq = 0
|
|
||||||
for c in cut_set:
|
|
||||||
f = torch.from_numpy(c.load_features())
|
|
||||||
num_frames += f.shape[0]
|
|
||||||
s += f.sum()
|
|
||||||
sq += f.square().sum()
|
|
||||||
|
|
||||||
fbank_mean = s / (num_frames * feat_dim)
|
|
||||||
fbank_var = sq / (num_frames * feat_dim) - fbank_mean * fbank_mean
|
|
||||||
print("fbank var", fbank_var)
|
|
||||||
fbank_std = fbank_var.sqrt()
|
|
||||||
with open(args.cmvn, "w") as f:
|
|
||||||
json.dump({"fbank_mean": fbank_mean.item(), "fbank_std": fbank_std.item()}, f)
|
|
||||||
f.write("\n")
|
|
||||||
|
|
||||||
|
|
||||||
if __name__ == "__main__":
|
|
||||||
formatter = "%(asctime)s %(levelname)s [%(filename)s:%(lineno)d] %(message)s"
|
|
||||||
|
|
||||||
logging.basicConfig(format=formatter, level=logging.INFO)
|
|
||||||
|
|
||||||
main()
|
|
1
egs/baker_zh/TTS/local/compute_fbank_statistics.py
Symbolic link
1
egs/baker_zh/TTS/local/compute_fbank_statistics.py
Symbolic link
@ -0,0 +1 @@
|
|||||||
|
../../../ljspeech/TTS/local/compute_fbank_statistics.py
|
Loading…
x
Reference in New Issue
Block a user