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egs/aurora4/s5/local/score_combine.sh 3.37 KB
8dcb6dfcb   Yannick Estève   first commit
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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