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egs/gp/s1/utils/lmrescore.sh
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#!/bin/bash # Copyright 2010-2012 Microsoft Corporation; Arnab Ghoshal # 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 # # THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED # WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE, # MERCHANTABLITY OR NON-INFRINGEMENT. # See the Apache 2 License for the specific language governing permissions and # limitations under the License. function error_exit () { echo -e "$@" >&2; exit 1; } function readint () { local retval=${1/#*=/}; # In case --switch=ARG format was used retval=${retval#0*} # Strip any leading 0's [[ "$retval" =~ ^-?[1-9][0-9]*$ ]] \ || error_exit "Argument \"$retval\" not an integer." echo $retval } function read_dirname () { local dir_name=${1/#*=/}; # In case --switch=ARG format was used [ -d "$dir_name" ] || error_exit "Argument '$dir_name' not a directory"; local retval=`cd $dir_name 2>/dev/null && pwd || exit 1` echo $retval } orig_args="$*" mode=4 qcmd="" # Options for the submit_jobs.sh script sjopts="" # Options for the submit_jobs.sh script PROG=`basename $0`; usage="Usage: $PROG [options] <old-lang-dir> <new-lang-dir> <data-dir> <input-decode-dir> <output-decode-dir> Do language model rescoring of lattices (remove old LM, add new LM) Options: --help\t\tPrint this message and exit --mode INT\tOptions for the decoder script --qcmd STRING\tCommand for submitting a job to a grid engine (e.g. qsub) including switches. --sjopts STRING\tOptions for the 'submit_jobs.sh' script "; while [ $# -gt 0 ]; do case "${1# *}" in # ${1# *} strips any leading spaces from the arguments --help) echo -e $usage; exit 0 ;; --mode) shift; mode=`readint $1`; [ $mode -lt 1 ] && error_exit "--mode arg '$mode' not positive."; shift ;; --qcmd) shift; qcmd="--qcmd=${1}"; shift ;; --sjopts) shift; sjopts="$1"; shift ;; -*) echo "Unknown argument: $1, exiting"; echo -e $usage; exit 1 ;; *) break ;; # end of options: interpreted as the old LM directory esac done if [ $# != 5 ]; then error_exit $usage fi [ -f path.sh ] && . ./path.sh oldlang=$1 newlang=$2 data=$3 indir=$4 outdir=$5 oldlm=$oldlang/G.fst newlm=$newlang/G.fst ! cmp $oldlang/words.txt $newlang/words.txt && echo "Warning: vocabularies may be incompatible." [ ! -f $oldlm ] && echo Missing file $oldlm && exit 1; [ ! -f $newlm ] && echo Missing file $newlm && exit 1; ! ls $indir/lat.*.gz >/dev/null && echo "No lattices input directory $indir" && exit 1; oldlmcommand="fstproject --project_output=true $oldlm |" newlmcommand="fstproject --project_output=true $newlm |" mkdir -p $outdir; phi=`grep -w '#0' $newlang/words.txt | awk '{print $2}'` if [ "$mode" == 4 ]; then # we have to prepare $outdir/Ldet.fst in this case: determinized # lexicon, with disambig syms removed. grep '#' $newlang/phones_disambig.txt | awk '{print $2}' > $outdir/disambig.list # take L_disambig.fst; get rid of transition with "#0 #0" on it; determinize # with epsilon removal; remove disambiguation symbols. fstprint $newlang/L_disambig.fst | awk '{if($4 != '$phi'){print;}}' | fstcompile | \ fstdeterminizestar | fstrmsymbols $outdir/disambig.list >$outdir/Ldet.fst || exit 1; fi # for lat in $indir/lat.*.gz; do nj=`ls $indir/lat.*.gz | wc -l` # Number of lattices found echo $nj; for n in `seq 1 $nj`; do # Make sure lattices are indexed properly [ -f $indir/lat.$n.gz ] || error_exit "Lattice '$indir/lat.$n.gz' not found." done exit lat=$indir/lat.TASK_ID.gz newlat=$outdir/`basename $lat` case "$mode" in 1) # 1 is inexact, the original way of doing it. submit_jobs.sh "$qcmd" --njobs=$nj --log=$outdir/rescorelm.TASK_ID.log \ $sjopts lattice-lmrescore --lm-scale=-1.0 "ark:gunzip -c $lat|" \ "$oldlmcommand" ark:- \| lattice-lmrescore --lm-scale=1.0 ark:- \ "$newlmcommand" "ark,t:|gzip -c>$newlat" \ || error_exit "Error doing LM rescoring." ;; 2) # 2 is equivalent to 1, but using more basic operations, combined. submit_jobs.sh "$qcmd" --njobs=$nj --log=$outdir/rescorelm.TASK_ID.log \ $sjopts gunzip -c $lat \| \ lattice-scale --acoustic-scale=-1 --lm-scale=-1 ark:- ark:- \| \ lattice-compose ark:- "fstproject --project_output=true $oldlm |" ark:- \ \| lattice-determinize ark:- ark:- \| \ lattice-scale --acoustic-scale=-1 --lm-scale=-1 ark:- ark:- \| \ lattice-compose ark:- "fstproject --project_output=true $newlm |" ark:- \ \| lattice-determinize ark:- ark:- \| \ gzip -c \>$newlat || error_exit "Error doing LM rescoring." ;; 3) # 3 is "exact" in that we remove the old LM scores accepting any path # through G.fst (which is what we want as that happened in lattice # generation), but we add the new one with "phi matcher", only taking # backoff arcs if an explicit arc did not exist. submit_jobs.sh "$qcmd" --njobs=$nj --log=$outdir/rescorelm.TASK_ID.log \ $sjopts gunzip -c $lat \| \ lattice-scale --acoustic-scale=-1 --lm-scale=-1 ark:- ark:- \| \ lattice-compose ark:- "fstproject --project_output=true $oldlm |" ark:- \ \| \ lattice-determinize ark:- ark:- \| \ lattice-scale --acoustic-scale=-1 --lm-scale=-1 ark:- ark:- \| \ lattice-compose --phi-label=$phi ark:- $newlm ark:- \| \ lattice-determinize ark:- ark:- \| \ gzip -c \>$newlat || error_exit "Error doing LM rescoring." ;; 4) # 4 is also exact (like 3), but instead of subtracting the old LM-scores, # it removes the old graph scores entirely and adds in the lexicon, # grammar and transition weights. mdl=`dirname $indir`/final.mdl [ ! -f $mdl ] && echo No such model $mdl && exit 1; submit_jobs.sh "$qcmd" --njobs=$nj --log=$outdir/rescorelm.TASK_ID.log \ $sjopts gunzip -c $lat \| \ lattice-scale --lm-scale=0.0 ark:- ark:- \| \ lattice-to-phone-lattice $mdl ark:- ark:- \| \ lattice-compose ark:- $outdir/Ldet.fst ark:- \| \ lattice-determinize ark:- ark:- \| \ lattice-compose --phi-label=$phi ark:- $newlm ark:- \| \ lattice-add-trans-probs --transition-scale=1.0 --self-loop-scale=0.1 \ $mdl ark:- ark:- \| \ gzip -c \>$newlat || error_exit "Error doing LM rescoring." ;; esac rm $outdir/Ldet.fst 2>/dev/null score_lats.sh $outdir $newlang/words.txt $data |