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https://github.com/k2-fsa/icefall.git
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fix typos (#639)
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parent
581d0361cc
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egs/csj/ASR/.gitignore
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egs/csj/ASR/.gitignore
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@ -1,7 +1,8 @@
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librispeech_*.*
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librispeech_*
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todelete*
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todelete*
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lang*
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lang*
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notify_tg.py
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notify_tg.py
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finetune_*
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finetune_*
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misc.ini
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misc.ini
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.vscode/*
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.vscode/*
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offline/*
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../../../librispeech/ASR/local/compute_fbank_musan.py
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127
egs/csj/ASR/local/compute_fbank_musan.py
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egs/csj/ASR/local/compute_fbank_musan.py
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#!/usr/bin/env python3
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# Copyright 2021 Xiaomi Corp. (authors: Fangjun Kuang)
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#
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# See ../../../../LICENSE for clarification regarding multiple authors
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import argparse
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import logging
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import os
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from pathlib import Path
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import torch
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from lhotse import CutSet, Fbank, FbankConfig, LilcomChunkyWriter, combine
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from lhotse.recipes.utils import read_manifests_if_cached
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from icefall.utils import get_executor
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ARGPARSE_DESCRIPTION = """
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This file computes fbank features of the musan dataset.
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It looks for manifests in the directory data/manifests.
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The generated fbank features are saved in data/fbank.
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"""
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# Torch's multithreaded behavior needs to be disabled or
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# it wastes a lot of CPU and slow things down.
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# Do this outside of main() in case it needs to take effect
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# even when we are not invoking the main (e.g. when spawning subprocesses).
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torch.set_num_threads(1)
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torch.set_num_interop_threads(1)
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def compute_fbank_musan(manifest_dir: Path, fbank_dir: Path):
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# src_dir = Path("data/manifests")
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# output_dir = Path("data/fbank")
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num_jobs = min(15, os.cpu_count())
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num_mel_bins = 80
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dataset_parts = (
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"music",
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"speech",
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"noise",
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)
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prefix = "musan"
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suffix = "jsonl.gz"
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manifests = read_manifests_if_cached(
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dataset_parts=dataset_parts,
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output_dir=manifest_dir,
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prefix=prefix,
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suffix=suffix,
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)
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assert manifests is not None
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assert len(manifests) == len(dataset_parts), (
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len(manifests),
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len(dataset_parts),
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list(manifests.keys()),
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dataset_parts,
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)
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musan_cuts_path = fbank_dir / "musan_cuts.jsonl.gz"
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if musan_cuts_path.is_file():
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logging.info(f"{musan_cuts_path} already exists - skipping")
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return
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logging.info("Extracting features for Musan")
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extractor = Fbank(FbankConfig(num_mel_bins=num_mel_bins))
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with get_executor() as ex: # Initialize the executor only once.
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# create chunks of Musan with duration 5 - 10 seconds
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musan_cuts = (
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CutSet.from_manifests(
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recordings=combine(
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part["recordings"] for part in manifests.values()
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)
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)
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.cut_into_windows(10.0)
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.filter(lambda c: c.duration > 5)
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.compute_and_store_features(
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extractor=extractor,
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storage_path=f"{fbank_dir}/musan_feats",
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num_jobs=num_jobs if ex is None else 80,
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executor=ex,
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storage_type=LilcomChunkyWriter,
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)
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)
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musan_cuts.to_file(musan_cuts_path)
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def get_args():
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parser = argparse.ArgumentParser(
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description=ARGPARSE_DESCRIPTION,
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formatter_class=argparse.ArgumentDefaultsHelpFormatter,
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)
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parser.add_argument(
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"--manifest-dir", type=Path, help="Path to save manifests"
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)
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parser.add_argument(
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"--fbank-dir", type=Path, help="Path to save fbank features"
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)
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return parser.parse_args()
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if __name__ == "__main__":
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args = get_args()
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formatter = (
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"%(asctime)s %(levelname)s [%(filename)s:%(lineno)d] %(message)s"
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)
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logging.basicConfig(format=formatter, level=logging.INFO)
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compute_fbank_musan(args.manifest_dir, args.fbank_dir)
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# We assume the following directories are downloaded.
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# We assume the following directories are downloaded.
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#
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#
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# - $csj_dir
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# - $csj_dir
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# CSJ is assumed to be the USB-type directory, which should contain the following subdirectories:-
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# CSJ is assumed to be the USB-type directory, which should contain the following subdirectories:-
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# - DATA (not used in this script)
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# - DATA (not used in this script)
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# - DOC (not used in this script)
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# - DOC (not used in this script)
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# - MODEL (not used in this script)
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# - MODEL (not used in this script)
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# - music
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# - music
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# - noise
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# - noise
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# - speech
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# - speech
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#
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#
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# By default, this script produces the original transcript like kaldi and espnet. Optionally, you
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# By default, this script produces the original transcript like kaldi and espnet. Optionally, you
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# can generate other transcript formats by supplying your own config files. A few examples of these
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# can generate other transcript formats by supplying your own config files. A few examples of these
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# config files can be found in local/conf.
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# config files can be found in local/conf.
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@ -58,15 +58,15 @@ log() {
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echo -e "$(date '+%Y-%m-%d %H:%M:%S') (${fname}:${BASH_LINENO[0]}:${FUNCNAME[1]}) $*"
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echo -e "$(date '+%Y-%m-%d %H:%M:%S') (${fname}:${BASH_LINENO[0]}:${FUNCNAME[1]}) $*"
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}
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}
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if [ $stage -le 1 ] && [ $stop_stage -ge 1 ]; then
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if [ $stage -le 1 ] && [ $stop_stage -ge 1 ]; then
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log "Stage 1: Prepare CSJ manifest"
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log "Stage 1: Prepare CSJ manifest"
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# If you want to generate more transcript modes, append the path to those config files at c.
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# If you want to generate more transcript modes, append the path to those config files at c.
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# Example: lhotse prepare csj $csj_dir $trans_dir $csj_manifest_dir -c local/conf/disfluent.ini
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# Example: lhotse prepare csj $csj_dir $trans_dir $csj_manifest_dir -c local/conf/disfluent.ini
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# NOTE: In case multiple config files are supplied, the second config file and onwards will inherit
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# NOTE: In case multiple config files are supplied, the second config file and onwards will inherit
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# the segment boundaries of the first config file.
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# the segment boundaries of the first config file.
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if [ ! -e $csj_manifest_dir/.librispeech.done ]; then
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if [ ! -e $csj_manifest_dir/.csj.done ]; then
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lhotse prepare csj $csj_dir $trans_dir $csj_manifest_dir -j 4
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lhotse prepare csj $csj_dir $trans_dir $csj_manifest_dir -j 4
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touch $csj_manifest_dir/.librispeech.done
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touch $csj_manifest_dir/.csj.done
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fi
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fi
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fi
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fi
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python local/compute_fbank_csj.py --manifest-dir $csj_manifest_dir \
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python local/compute_fbank_csj.py --manifest-dir $csj_manifest_dir \
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--fbank-dir $csj_fbank_dir
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--fbank-dir $csj_fbank_dir
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parts=(
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parts=(
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train
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train
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valid
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valid
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eval1
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eval1
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eval2
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eval2
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eval3
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eval3
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)
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)
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for part in ${parts[@]}; do
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for part in ${parts[@]}; do
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python local/validate_manifest.py --manifest $csj_manifest_dir/csj_cuts_$part.jsonl.gz
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python local/validate_manifest.py --manifest $csj_manifest_dir/csj_cuts_$part.jsonl.gz
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done
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done
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touch $csj_fbank_dir/.csj-validated.done
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touch $csj_fbank_dir/.csj-validated.done
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fi
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fi
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fi
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fi
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if [ $stage -le 4 ] && [ $stop_stage -ge 4 ]; then
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if [ $stage -le 4 ] && [ $stop_stage -ge 4 ]; then
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log "Stage 4: Prepare CSJ lang"
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log "Stage 4: Prepare CSJ lang"
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modes=disfluent
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modes=disfluent
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log "Stage 5: Compute fbank for musan"
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log "Stage 5: Compute fbank for musan"
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mkdir -p $musan_fbank_dir
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mkdir -p $musan_fbank_dir
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if [ ! -e $musan_fbank_dir/.musan.done ]; then
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if [ ! -e $musan_fbank_dir/.musan.done ]; then
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python local/compute_fbank_musan.py --manifest-dir $musan_manifest_dir --fbank-dir $musan_fbank_dir
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python local/compute_fbank_musan.py --manifest-dir $musan_manifest_dir --fbank-dir $musan_fbank_dir
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touch $musan_fbank_dir/.musan.done
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touch $musan_fbank_dir/.musan.done
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fi
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fi
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fi
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fi
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if [ $stage -le 6 ] && [ $stop_stage -ge 6 ]; then
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if [ $stage -le 6 ] && [ $stop_stage -ge 6 ]; then
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log "Stage 6: Show manifest statistics"
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log "Stage 6: Show manifest statistics"
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python local/display_manifest_statistics.py --manifest-dir $csj_manifest_dir > $csj_manifest_dir/manifest_statistics.txt
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python local/display_manifest_statistics.py --manifest-dir $csj_manifest_dir > $csj_manifest_dir/manifest_statistics.txt
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cat $csj_manifest_dir/manifest_statistics.txt
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cat $csj_manifest_dir/manifest_statistics.txt
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fi
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fi
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