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egs/wsj/s5/utils/format_lm.sh 2.76 KB
8dcb6dfcb   Yannick Estève   first commit
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  #!/usr/bin/env bash
  
  # Copyright 2012  Arnab Ghoshal
  #           2010-2011  Microsoft Corporation
  #           2016-2018  Johns Hopkins University (author: Daniel Povey)
  
  # 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.
  
  set -e
  
  if [ $# -ne 4 ]; then
    echo "Usage: $0 <lang_dir> <arpa-LM> <lexicon> <out_dir>"
    echo "E.g.: $0 data/lang data/local/lm/foo.kn.gz data/local/dict/lexicon.txt data/lang_test"
    echo "Convert ARPA-format language models to FSTs.";
    exit 1;
  fi
  
  lang_dir=$1
  lm=$2
  lexicon=$3
  out_dir=$4
  mkdir -p $out_dir
  
  [ -f ./path.sh ] && . ./path.sh
  
  echo "Converting '$lm' to FST"
  
  # the -ef test checks if  source and target directory
  # are two different directories in the filesystem
  # if they are the same, the section guarded by the test
  # would be actually harmfull (deleting the phones/ subdirectory)
  if [ -e $out_dir ] && [ ! $lang_dir -ef $out_dir ] ; then
    if [ -e $out_dir/phones ] ; then
      rm -r $out_dir/phones
    fi
  
    for f in phones.txt words.txt topo L.fst L_disambig.fst phones oov.int oov.txt; do
       cp -r $lang_dir/$f $out_dir
    done
  fi
  
  lm_base=$(basename $lm '.gz')
  gunzip -c $lm \
    | arpa2fst --disambig-symbol=#0 \
               --read-symbol-table=$out_dir/words.txt - $out_dir/G.fst
  set +e
  fstisstochastic $out_dir/G.fst
  set -e
  # The output is like:
  # 9.14233e-05 -0.259833
  # we do expect the first of these 2 numbers to be close to zero (the second is
  # nonzero because the backoff weights make the states sum to >1).
  
  # Everything below is only for diagnostic.
  # Checking that G has no cycles with empty words on them (e.g. <s>, </s>);
  # this might cause determinization failure of CLG.
  # #0 is treated as an empty word.
  mkdir -p $out_dir/tmpdir.g
  awk '{if(NF==1){ printf("0 0 %s %s
  ", $1,$1); }}
       END{print "0 0 #0 #0"; print "0";}' \
       < "$lexicon" > $out_dir/tmpdir.g/select_empty.fst.txt
  
  fstcompile --isymbols=$out_dir/words.txt --osymbols=$out_dir/words.txt \
    $out_dir/tmpdir.g/select_empty.fst.txt \
    | fstarcsort --sort_type=olabel \
    | fstcompose - $out_dir/G.fst > $out_dir/tmpdir.g/empty_words.fst
  
  fstinfo $out_dir/tmpdir.g/empty_words.fst | grep cyclic | grep -w 'y' \
    && echo "Language model has cycles with empty words" && exit 1
  
  rm -r $out_dir/tmpdir.g
  
  
  echo "Succeeded in formatting LM: '$lm'"