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egs/aurora4/s5/local/aurora4_data_prep.sh
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#!/bin/bash
set -e
# Copyright 2009-2012 Microsoft Corporation Johns Hopkins University (Author: Daniel Povey)
# Apache 2.0.
if [ $# -ne 2 ]; then
printf "
USAGE: %s <corpus-directory>
" `basename $0`
echo "The argument should be a the top-level WSJ corpus directory."
echo "It is assumed that there will be a 'wsj0' and a 'wsj1' subdirectory"
echo "within the top-level corpus directory."
exit 1;
fi
AURORA=$1
CORPUS=$2
dir=`pwd`/data/local/data
lmdir=`pwd`/data/local/nist_lm
mkdir -p $dir $lmdir
local=`pwd`/local
utils=`pwd`/utils
. ./path.sh # Needed for KALDI_ROOT
sph2pipe=$KALDI_ROOT/tools/sph2pipe_v2.5/sph2pipe
if [ ! -x $sph2pipe ]; then
echo "Could not find (or execute) the sph2pipe program at $sph2pipe";
exit 1;
fi
if [ -z $IRSTLM ] ; then
export IRSTLM=$KALDI_ROOT/tools/irstlm/
fi
export PATH=${PATH}:$IRSTLM/bin
if ! command -v prune-lm >/dev/null 2>&1 ; then
echo "$0: Error: the IRSTLM is not available or compiled" >&2
echo "$0: Error: We used to install it by default, but." >&2
echo "$0: Error: this is no longer the case." >&2
echo "$0: Error: To install it, go to $KALDI_ROOT/tools" >&2
echo "$0: Error: and run extras/install_irstlm.sh" >&2
exit 1
fi
cd $dir
# SI-84 clean training data
cat $AURORA/lists/training_clean_sennh_16k.list \
| $local/aurora2flist.pl $AURORA | sort -u > train_si84_clean.flist
# SI-84 multi-condition training data
cat $AURORA/lists/training_multicondition_16k.list \
| $local/aurora2flist.pl $AURORA | sort -u > train_si84_multi.flist
#Dev Set
for x in $(seq -f "%02g" 01 14); do
# Dev-set 1 (330x14 utterances)
cat $AURORA/lists/devtest${x}_0330_16k.list | perl -e '
while(<STDIN>) {
@A=split("/", $_);
@B=split("_", $A[0]);
print $B[0].$B[1]."_".$B[2]."/".$_;
}
' | $local/aurora2flist.pl $AURORA | sort -u > dev_0330_${x}.flist
# Dev-set 2 (1206x14 utterances)
cat $AURORA/lists/devtest${x}_1206_16k.list | perl -e '
while(<STDIN>) {
@A=split("/", $_);
@B=split("_", $A[0]);
print $B[0].$B[1]."_".$B[2]."/".$_;
}
' | $local/aurora2flist.pl $AURORA | sort -u > dev_1206_${x}.flist
done
#Test Set
for x in $(seq -f "%02g" 01 14); do
# test set 1 (166x14 utterances)
cat $AURORA/lists/test${x}_0166_16k.list \
| $local/aurora2flist.pl $AURORA | sort -u > test_0166_${x}.flist
cat $AURORA/lists/test${x}_0330_16k.list \
| $local/aurora2flist.pl $AURORA | sort -u > test_eval92_${x}.flist
done
# Finding the transcript files:
find -L $CORPUS -iname '*.dot' > dot_files.flist
# Convert the transcripts into our format (no normalization yet)
# adding suffix to utt_id
# 0 for clean condition
# Trans and sph for Train Set
x=train_si84_clean
$local/flist2scp_12.pl $x.flist | sort > ${x}_sph_tmp.scp
cat ${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > ${x}_tmp.trans1
cat ${x}_sph_tmp.scp | awk '{printf("%s0 %s
", $1, $2);}' > ${x}_sph.scp
cat ${x}_tmp.trans1 | awk '{printf("%s0 ", $1); for(i=2;i<=NF;i++) printf("%s ", $i); printf("
");}' > ${x}.trans1
x=train_si84_multi
$local/flist2scp_12.pl $x.flist | sort > ${x}_sph_tmp.scp
cat ${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > ${x}_tmp.trans1
cat ${x}_sph_tmp.scp | awk '{printf("%s1 %s
", $1, $2);}' | grep -v '408o0302\.wv2$'> ${x}_sph.scp
cat ${x}_tmp.trans1 | awk '{printf("%s1 ", $1); for(i=2;i<=NF;i++) printf("%s ", $i); printf("
");}' \
| sort -u > ${x}.trans1
# Trans and sph for Dev Set
for x in $(seq -f "%02g" 01 14); do
$local/flist2scp_12.pl dev_0330_${x}.flist | sort > dev_0330_${x}_sph_tmp.scp
$local/flist2scp_12.pl dev_1206_${x}.flist | sort > dev_1206_${x}_sph_tmp.scp
cat dev_0330_${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > dev_0330_${x}_tmp.trans1
cat dev_1206_${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > dev_1206_${x}_tmp.trans1
cat dev_0330_${x}_sph_tmp.scp | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition
";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix." ".$A[1]."
";
}
' $x > dev_0330_${x}_sph.scp
cat dev_1206_${x}_sph_tmp.scp | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix." ".$A[1]."
";
}
' $x > dev_1206_${x}_sph.scp
cat dev_0330_${x}_tmp.trans1 | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix;
for ($i=1; $i < @A; $i++) {print " ".$A[$i];}
print "
";
}
' $x > dev_0330_${x}.trans1
cat dev_1206_${x}_tmp.trans1 | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix;
for ($i=1; $i < @A; $i++) {print " ".$A[$i];}
print "
";
}
' $x > dev_1206_${x}.trans1
done
cat dev_0330_*_sph.scp | sort -k1 > dev_0330_sph.scp
cat dev_1206_*_sph.scp | sort -k1 > dev_1206_sph.scp
cat dev_0330_??.trans1 | sort -k1 > dev_0330.trans1
cat dev_1206_??.trans1 | sort -k1 > dev_1206.trans1
# Trans and sph for Test Set
for x in $(seq -f "%02g" 01 14); do
$local/flist2scp_12.pl test_0166_${x}.flist | sort > test_0166_${x}_sph_tmp.scp
$local/flist2scp_12.pl test_eval92_${x}.flist | sort > test_eval92_${x}_sph_tmp.scp
cat test_0166_${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > test_0166_${x}_tmp.trans1
cat test_eval92_${x}_sph_tmp.scp | awk '{print $1}' \
| $local/find_transcripts.pl dot_files.flist > test_eval92_${x}_tmp.trans1
cat test_0166_${x}_sph_tmp.scp | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix." ".$A[1]."
";
}
' $x > test_0166_${x}_sph.scp
cat test_eval92_${x}_sph_tmp.scp | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix." ".$A[1]."
";
}
' $x > test_eval92_${x}_sph.scp
cat test_0166_${x}_tmp.trans1 | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix;
for ($i=1; $i < @A; $i++) {print " ".$A[$i];}
print "
";
}
' $x > test_0166_${x}.trans1
cat test_eval92_${x}_tmp.trans1 | perl -e \
' $condition="$ARGV[0]";
if ($condition eq "01") {$suffix=0;}
elsif ($condition eq "02") {$suffix=1;}
elsif ($condition eq "03") {$suffix=2;}
elsif ($condition eq "04") {$suffix=3;}
elsif ($condition eq "05") {$suffix=4;}
elsif ($condition eq "06") {$suffix=5;}
elsif ($condition eq "07") {$suffix=6;}
elsif ($condition eq "08") {$suffix=7;}
elsif ($condition eq "09") {$suffix=8;}
elsif ($condition eq "10") {$suffix=9;}
elsif ($condition eq "11") {$suffix=a;}
elsif ($condition eq "12") {$suffix=b;}
elsif ($condition eq "13") {$suffix=c;}
elsif ($condition eq "14") {$suffix=d;}
else {print STDERR "error condition $condition";}
while(<STDIN>) {
@A=split(" ", $_);
print $A[0].$suffix;
for ($i=1; $i < @A; $i++) {print " ".$A[$i];}
print "
";
}
' $x > test_eval92_${x}.trans1
done
cat test_0166_*_sph.scp | sort -k1 > test_0166_sph.scp
cat test_eval92_*_sph.scp | sort -k1 > test_eval92_sph.scp
cat test_0166_??.trans1 | sort -k1 > test_0166.trans1
cat test_eval92_??.trans1 | sort -k1 > test_eval92.trans1
# Do some basic normalization steps. At this point we don't remove OOVs--
# that will be done inside the training scripts, as we'd like to make the
# data-preparation stage independent of the specific lexicon used.
noiseword="<NOISE>";
for x in train_si84_clean train_si84_multi test_eval92 test_0166 dev_0330 dev_1206; do
cat $x.trans1 | $local/normalize_transcript.pl $noiseword \
| sort > $x.txt || exit 1;
done
# Create scp's with wav's. (the wv1 in the distribution is not really wav, it is sph.)
for x in train_si84_clean train_si84_multi test_eval92 test_0166 dev_0330 dev_1206; do
awk '{printf("%s sox -B -r 16k -e signed -b 16 -c 1 -t raw %s -t wav - |
", $1, $2);}' < ${x}_sph.scp \
> ${x}_wav.scp
done
# Make the utt2spk and spk2utt files.
for x in train_si84_clean train_si84_multi test_eval92 test_0166 dev_0330 dev_1206; do
cat ${x}_sph.scp | awk '{print $1}' \
| perl -ane 'chop; m:^...:; print "$_ $&
";' > $x.utt2spk
cat $x.utt2spk | $utils/utt2spk_to_spk2utt.pl > $x.spk2utt || exit 1;
done
#in case we want to limit lm's on most frequent words, copy lm training word frequency list
cp $CORPUS/11-13.1/wsj0/doc/lng_modl/vocab/wfl_64.lst $lmdir
chmod u+w $lmdir/*.lst # had weird permissions on source.
# The 20K vocab, open-vocabulary language model (i.e. the one with UNK), without
# verbalized pronunciations. This is the most common test setup, I understand.
cp $CORPUS/11-13.1/wsj0/doc/lng_modl/base_lm/bcb20onp.z $lmdir/lm_bg.arpa.gz || exit 1;
chmod u+w $lmdir/lm_bg.arpa.gz
# trigram would be:
cat $CORPUS/11-13.1/wsj0/doc/lng_modl/base_lm/tcb20onp.z | \
perl -e 'while(<>){ if(m/^\\data\\/){ print; last; } } while(<>){ print; }' \
| gzip -c -f > $lmdir/lm_tg.arpa.gz || exit 1;
prune-lm --threshold=1e-7 $lmdir/lm_tg.arpa.gz $lmdir/lm_tgpr.arpa || exit 1;
gzip -f $lmdir/lm_tgpr.arpa || exit 1;
# repeat for 5k language models
cp $CORPUS/11-13.1/wsj0/doc/lng_modl/base_lm/bcb05onp.z $lmdir/lm_bg_5k.arpa.gz || exit 1;
chmod u+w $lmdir/lm_bg_5k.arpa.gz
# trigram would be: !only closed vocabulary here!
cp $CORPUS/11-13.1/wsj0/doc/lng_modl/base_lm/tcb05cnp.z $lmdir/lm_tg_5k.arpa.gz || exit 1;
chmod u+w $lmdir/lm_tg_5k.arpa.gz
gunzip $lmdir/lm_tg_5k.arpa.gz
tail -n 4328839 $lmdir/lm_tg_5k.arpa | gzip -c -f > $lmdir/lm_tg_5k.arpa.gz
rm $lmdir/lm_tg_5k.arpa
prune-lm --threshold=1e-7 $lmdir/lm_tg_5k.arpa.gz $lmdir/lm_tgpr_5k.arpa || exit 1;
gzip -f $lmdir/lm_tgpr_5k.arpa || exit 1;
if [ ! -f wsj0-train-spkrinfo.txt ] || [ `cat wsj0-train-spkrinfo.txt | wc -l` -ne 134 ]; then
rm -f wsj0-train-spkrinfo.txt
wget http://www.ldc.upenn.edu/Catalog/docs/LDC93S6A/wsj0-train-spkrinfo.txt \
|| ( echo "Getting wsj0-train-spkrinfo.txt from backup location" && \
wget --no-check-certificate https://sourceforge.net/projects/kaldi/files/wsj0-train-spkrinfo.txt );
fi
if [ ! -f wsj0-train-spkrinfo.txt ]; then
echo "Could not get the spkrinfo.txt file from LDC website (moved)?"
echo "This is possibly omitted from the training disks; couldn't find it."
echo "Everything else may have worked; we just may be missing gender info"
echo "which is only needed for VTLN-related diagnostics anyway."
exit 1
fi
# Note: wsj0-train-spkrinfo.txt doesn't seem to be on the disks but the
# LDC put it on the web. Perhaps it was accidentally omitted from the
# disks.
cat $CORPUS/11-13.1/wsj0/doc/spkrinfo.txt \
./wsj0-train-spkrinfo.txt | \
perl -ane 'tr/A-Z/a-z/; m/^;/ || print;' | \
awk '{print $1, $2}' | grep -v -- -- | sort | uniq > spk2gender
echo "Data preparation succeeded"
|