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egs/aurora4/s5/local/score_combine.sh
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#!/bin/bash # Copyright 2013 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. # Script for system combination using minimum Bayes risk decoding. # This calls lattice-combine to create a union of lattices that have been # normalized by removing the total forward cost from them. The resulting lattice # is used as input to lattice-mbr-decode. This should not be put in steps/ or # utils/ since the scores on the combined lattice must not be scaled. # begin configuration section. cmd=run.pl min_lmwt=7 max_lmwt=17 lat_weights= #end configuration section. help_message="Usage: "$(basename $0)" [options] <data-dir> <graph-dir|lang-dir> <decode-dir1> <decode-dir2> [decode-dir3 ... ] <out-dir> Options: --cmd (run.pl|queue.pl...) # specify how to run the sub-processes. --min-lmwt INT # minumum LM-weight for lattice rescoring --max-lmwt INT # maximum LM-weight for lattice rescoring --lat-weights STR # colon-separated string of lattice weights "; [ -f ./path.sh ] && . ./path.sh . parse_options.sh || exit 1; if [ $# -lt 5 ]; then printf "$help_message "; exit 1; fi data=$1 graphdir=$2 odir=${@: -1} # last argument to the script shift 2; decode_dirs=( $@ ) # read the remaining arguments into an array unset decode_dirs[${#decode_dirs[@]}-1] # 'pop' the last argument which is odir num_sys=${#decode_dirs[@]} # number of systems to combine symtab=$graphdir/words.txt [ ! -f $symtab ] && echo "$0: missing word symbol table '$symtab'" && exit 1; [ ! -f $data/text ] && echo "$0: missing reference '$data/text'" && exit 1; mkdir -p $odir/log for i in `seq 0 $[num_sys-1]`; do model=${decode_dirs[$i]}/../final.mdl # model one level up from decode dir for f in $model ${decode_dirs[$i]}/lat.1.gz ; do [ ! -f $f ] && echo "$0: expecting file $f to exist" && exit 1; done lats[$i]="\"ark:gunzip -c ${decode_dirs[$i]}/lat.*.gz |\"" done mkdir -p $odir/scoring/log cat $data/text | sed 's:<NOISE>::g' | sed 's:<SPOKEN_NOISE>::g' \ > $odir/scoring/test_filt.txt if [ -z "$lat_weights" ]; then $cmd LMWT=$min_lmwt:$max_lmwt $odir/log/combine_lats.LMWT.log \ lattice-combine --inv-acoustic-scale=LMWT ${lats[@]} ark:- \| \ lattice-mbr-decode --word-symbol-table=$symtab ark:- \ ark,t:$odir/scoring/LMWT.tra || exit 1; else $cmd LMWT=$min_lmwt:$max_lmwt $odir/log/combine_lats.LMWT.log \ lattice-combine --inv-acoustic-scale=LMWT --lat-weights=$lat_weights \ ${lats[@]} ark:- \| \ lattice-mbr-decode --word-symbol-table=$symtab ark:- \ ark,t:$odir/scoring/LMWT.tra || exit 1; fi $cmd LMWT=$min_lmwt:$max_lmwt $odir/scoring/log/score.LMWT.log \ cat $odir/scoring/LMWT.tra \| \ utils/int2sym.pl -f 2- $symtab \| sed 's:\<UNK\>::g' \| \ compute-wer --text --mode=present \ ark:$odir/scoring/test_filt.txt ark,p:- ">&" $odir/wer_LMWT || exit 1; exit 0 |