make_mfcc.sh
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#!/bin/bash
# Copyright 2012-2016 Johns Hopkins University (Author: Daniel Povey)
# Apache 2.0
# To be run from .. (one directory up from here)
# see ../run.sh for example
# Begin configuration section.
nj=4
cmd=run.pl
mfcc_config=conf/mfcc.conf
compress=true
write_utt2num_frames=true # If true writes utt2num_frames.
write_utt2dur=true
# End configuration section.
echo "$0 $@" # Print the command line for logging.
if [ -f path.sh ]; then . ./path.sh; fi
. parse_options.sh || exit 1;
if [ $# -lt 1 ] || [ $# -gt 3 ]; then
cat >&2 <<EOF
Usage: $0 [options] <data-dir> [<log-dir> [<mfcc-dir>] ]
e.g.: $0 data/train
Note: <log-dir> defaults to <data-dir>/log, and
<mfcc-dir> defaults to <data-dir>/data.
Options:
--mfcc-config <config-file> # config passed to compute-mfcc-feats.
--nj <nj> # number of parallel jobs.
--cmd <run.pl|queue.pl <queue opts>> # how to run jobs.
--write-utt2num-frames <true|false> # If true, write utt2num_frames file.
--write-utt2dur <true|false> # If true, write utt2dur file.
EOF
exit 1;
fi
data=$1
if [ $# -ge 2 ]; then
logdir=$2
else
logdir=$data/log
fi
if [ $# -ge 3 ]; then
mfccdir=$3
else
mfccdir=$data/data
fi
# make $mfccdir an absolute pathname.
mfccdir=`perl -e '($dir,$pwd)= @ARGV; if($dir!~m:^/:) { $dir = "$pwd/$dir"; } print $dir; ' $mfccdir ${PWD}`
# use "name" as part of name of the archive.
name=`basename $data`
mkdir -p $mfccdir || exit 1;
mkdir -p $logdir || exit 1;
if [ -f $data/feats.scp ]; then
mkdir -p $data/.backup
echo "$0: moving $data/feats.scp to $data/.backup"
mv $data/feats.scp $data/.backup
fi
scp=$data/wav.scp
required="$scp $mfcc_config"
for f in $required; do
if [ ! -f $f ]; then
echo "$0: no such file $f"
exit 1;
fi
done
utils/validate_data_dir.sh --no-text --no-feats $data || exit 1;
if [ -f $data/spk2warp ]; then
echo "$0 [info]: using VTLN warp factors from $data/spk2warp"
vtln_opts="--vtln-map=ark:$data/spk2warp --utt2spk=ark:$data/utt2spk"
elif [ -f $data/utt2warp ]; then
echo "$0 [info]: using VTLN warp factors from $data/utt2warp"
vtln_opts="--vtln-map=ark:$data/utt2warp"
else
vtln_opts=""
fi
for n in $(seq $nj); do
# the next command does nothing unless $mfccdir/storage/ exists, see
# utils/create_data_link.pl for more info.
utils/create_data_link.pl $mfccdir/raw_mfcc_$name.$n.ark
done
if $write_utt2num_frames; then
write_num_frames_opt="--write-num-frames=ark,t:$logdir/utt2num_frames.JOB"
else
write_num_frames_opt=
fi
if $write_utt2dur; then
write_utt2dur_opt="--write-utt2dur=ark,t:$logdir/utt2dur.JOB"
else
write_utt2dur_opt=
fi
if [ -f $data/segments ]; then
echo "$0 [info]: segments file exists: using that."
split_segments=
for n in $(seq $nj); do
split_segments="$split_segments $logdir/segments.$n"
done
utils/split_scp.pl $data/segments $split_segments || exit 1;
rm $logdir/.error 2>/dev/null
$cmd JOB=1:$nj $logdir/make_mfcc_${name}.JOB.log \
extract-segments scp,p:$scp $logdir/segments.JOB ark:- \| \
compute-mfcc-feats $vtln_opts $write_utt2dur_opt --verbose=2 \
--config=$mfcc_config ark:- ark:- \| \
copy-feats --compress=$compress $write_num_frames_opt ark:- \
ark,scp:$mfccdir/raw_mfcc_$name.JOB.ark,$mfccdir/raw_mfcc_$name.JOB.scp \
|| exit 1;
else
echo "$0: [info]: no segments file exists: assuming wav.scp indexed by utterance."
split_scps=
for n in $(seq $nj); do
split_scps="$split_scps $logdir/wav_${name}.$n.scp"
done
utils/split_scp.pl $scp $split_scps || exit 1;
# add ,p to the input rspecifier so that we can just skip over
# utterances that have bad wave data.
$cmd JOB=1:$nj $logdir/make_mfcc_${name}.JOB.log \
compute-mfcc-feats $vtln_opts $write_utt2dur_opt --verbose=2 \
--config=$mfcc_config scp,p:$logdir/wav_${name}.JOB.scp ark:- \| \
copy-feats $write_num_frames_opt --compress=$compress ark:- \
ark,scp:$mfccdir/raw_mfcc_$name.JOB.ark,$mfccdir/raw_mfcc_$name.JOB.scp \
|| exit 1;
fi
if [ -f $logdir/.error.$name ]; then
echo "$0: Error producing MFCC features for $name:"
tail $logdir/make_mfcc_${name}.1.log
exit 1;
fi
# concatenate the .scp files together.
for n in $(seq $nj); do
cat $mfccdir/raw_mfcc_$name.$n.scp || exit 1
done > $data/feats.scp || exit 1
if $write_utt2num_frames; then
for n in $(seq $nj); do
cat $logdir/utt2num_frames.$n || exit 1
done > $data/utt2num_frames || exit 1
fi
if $write_utt2dur; then
for n in $(seq $nj); do
cat $logdir/utt2dur.$n || exit 1
done > $data/utt2dur || exit 1
fi
# Store frame_shift and mfcc_config along with features.
frame_shift=$(perl -ne 'if (/^--frame-shift=(\d+)/) {
printf "%.3f", 0.001 * $1; exit; }' $mfcc_config)
echo ${frame_shift:-'0.01'} > $data/frame_shift
mkdir -p $data/conf && cp $mfcc_config $data/conf/mfcc.conf || exit 1
rm $logdir/wav_${name}.*.scp $logdir/segments.* \
$logdir/utt2num_frames.* $logdir/utt2dur.* 2>/dev/null
nf=$(wc -l < $data/feats.scp)
nu=$(wc -l < $data/utt2spk)
if [ $nf -ne $nu ]; then
echo "$0: It seems not all of the feature files were successfully procesed" \
"($nf != $nu); consider using utils/fix_data_dir.sh $data"
fi
if (( nf < nu - nu/20 )); then
echo "$0: Less than 95% the features were successfully generated."\
"Probably a serious error."
exit 1
fi
echo "$0: Succeeded creating MFCC features for $name"