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use warnings; |
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use strict; |
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use utf8; |
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use File::Basename; |
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use Getopt::Long "GetOptions"; |
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use FindBin qw($RealBin); |
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use Scalar::Util qw(looks_like_number); |
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use IO::Handle; |
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binmode(STDIN, ':utf8'); |
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binmode(STDOUT, ':utf8'); |
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binmode(STDERR, ':utf8'); |
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my $___FACTOR_DELIMITER = "|"; |
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my $OUT_FILE = "/tmp/transliteration-phrase-table.$$"; |
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my ($MOSES_SRC_DIR,$TRANSLIT_MODEL,$OOV_FILE, $OOV_FILE_NAME, $EXTERNAL_BIN_DIR, $LM_FILE, $INPUT_EXTENSION, $OUTPUT_EXTENSION); |
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die("ERROR: wrong syntax when invoking in-decoding-transliteration.perl") |
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unless &GetOptions('moses-src-dir=s' => \$MOSES_SRC_DIR, |
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'external-bin-dir=s' => \$EXTERNAL_BIN_DIR, |
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'transliteration-model-dir=s' => \$TRANSLIT_MODEL, |
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'input-extension=s' => \$INPUT_EXTENSION, |
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'output-extension=s' => \$OUTPUT_EXTENSION, |
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'transliteration-file=s' => \$OOV_FILE, |
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'out-file=s' => \$OUT_FILE); |
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die("ERROR: you need to define --moses-src-dir --external-bin-dir, --transliteration-model-dir, --transliteration-file, --input-extension, and --output-extension") |
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unless (defined($MOSES_SRC_DIR) && |
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defined($TRANSLIT_MODEL) && |
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defined($OOV_FILE) && |
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defined($INPUT_EXTENSION)&& |
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defined($OUTPUT_EXTENSION)&& |
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defined($EXTERNAL_BIN_DIR)); |
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die("ERROR: could not find Transliteration Model '$TRANSLIT_MODEL'") |
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unless -e $TRANSLIT_MODEL; |
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die("ERROR: could not find Transliteration file $OOV_FILE'") |
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unless -e $OOV_FILE; |
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$OOV_FILE_NAME = basename ($OOV_FILE); |
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`mkdir $TRANSLIT_MODEL/evaluation`; |
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`cp $OOV_FILE $TRANSLIT_MODEL/evaluation/`; |
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my $translitFile = $TRANSLIT_MODEL . "/evaluation/" . $OOV_FILE_NAME; |
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print "Preparing for Transliteration\n"; |
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prepare_for_transliteration ($OOV_FILE, $translitFile); |
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print "Run Transliteration\n"; |
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run_transliteration ($MOSES_SRC_DIR , $EXTERNAL_BIN_DIR , $TRANSLIT_MODEL , $OOV_FILE_NAME); |
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print "Pick Best Transliteration\n"; |
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form_corpus ($translitFile , $translitFile.".op.nBest" , $OUT_FILE); |
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sub prepare_for_transliteration |
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{ |
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my @list = @_; |
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my $testFile = $list[0]; |
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my $translitFile = $list[1]; |
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my %UNK; |
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my @words; |
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my $src; |
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my @tW; |
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open MYFILE, "<:encoding(UTF-8)", $testFile or die "Can't open $testFile: $!\n"; |
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while (<MYFILE>) |
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{ |
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chomp; |
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@words = split(/ /, "$_"); |
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foreach (@words) |
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{ |
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@tW = split /\Q$___FACTOR_DELIMITER/; |
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if (defined $tW[0]) |
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{ |
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if (! ($tW[0] =~ /[0-9.,]/)) |
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{ |
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$UNK{$tW[0]} = 1; |
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} |
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else |
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{ |
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print "Not transliterating $tW[0] \n"; |
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} |
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} |
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} |
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} |
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close (MYFILE); |
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open MYFILE, ">:encoding(UTF-8)", $translitFile or die "Can't open $translitFile: $!\n"; |
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foreach my $key ( keys %UNK ) |
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{ |
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$src=join(' ', split('',$key)); |
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print MYFILE "$src\n"; |
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} |
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close (MYFILE); |
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} |
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sub run_transliteration |
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{ |
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my @list = @_; |
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my $MOSES_SRC = $list[0]; |
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my $EXTERNAL_BIN_DIR = $list[1]; |
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my $TRANSLIT_MODEL = $list[2]; |
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my $eval_file = $list[3]; |
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`touch $TRANSLIT_MODEL/evaluation/$eval_file.moses.table.ini`; |
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print "Filter Table\n"; |
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`$MOSES_SRC/scripts/training/train-model.perl \ |
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-mgiza -mgiza-cpus 10 -dont-zip -first-step 9 \ |
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-external-bin-dir $EXTERNAL_BIN_DIR -f $INPUT_EXTENSION \ |
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-e $OUTPUT_EXTENSION -alignment grow-diag-final-and -parts 5 \ |
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-score-options '--KneserNey' \ |
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-phrase-translation-table $TRANSLIT_MODEL/model/phrase-table \ |
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-config $TRANSLIT_MODEL/evaluation/$eval_file.moses.table.ini \ |
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-lm 0:3:$TRANSLIT_MODEL/evaluation/$eval_file.moses.table.ini:8`; |
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`$MOSES_SRC/scripts/training/filter-model-given-input.pl \ |
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$TRANSLIT_MODEL/evaluation/$eval_file.filtered \ |
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$TRANSLIT_MODEL/evaluation/$eval_file.moses.table.ini \ |
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$TRANSLIT_MODEL/evaluation/$eval_file \ |
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-Binarizer "$MOSES_SRC/bin/CreateOnDiskPt 1 1 4 100 2"`; |
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`rm $TRANSLIT_MODEL/evaluation/$eval_file.moses.table.ini`; |
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print "Apply Filter\n"; |
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`$MOSES_SRC/scripts/ems/support/substitute-filtered-tables-and-weights.perl \ |
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$TRANSLIT_MODEL/evaluation/$eval_file.filtered/moses.ini \ |
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$TRANSLIT_MODEL/model/moses.ini \ |
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$TRANSLIT_MODEL/tuning/moses.tuned.ini \ |
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$TRANSLIT_MODEL/evaluation/$eval_file.filtered.ini`; |
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`$MOSES_SRC/bin/moses \ |
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-search-algorithm 1 -cube-pruning-pop-limit 5000 -s 5000 \ |
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-threads 16 -drop-unknown -distortion-limit 0 \ |
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-n-best-list $TRANSLIT_MODEL/evaluation/$eval_file.op.nBest 100 \ |
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distinct -f $TRANSLIT_MODEL/evaluation/$eval_file.filtered.ini \ |
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< $TRANSLIT_MODEL/evaluation/$eval_file \ |
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> $TRANSLIT_MODEL/evaluation/$eval_file.op`; |
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} |
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sub form_corpus |
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{ |
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my @list = @_; |
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my $inp_file = $list[0]; |
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my $testFile = $list[1]; |
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my @words; |
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my $thisStr; |
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my $features; |
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my $prev = 0; |
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my $sNum; |
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my @UNK; |
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my %vocab; |
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my $antLog = exp(0.2); |
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my $phraseTable = $list[2]; |
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open MYFILE, "<:encoding(UTF-8)", $inp_file or die "Can't open $inp_file: $!\n"; |
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open PT, ">:encoding(UTF-8)", $phraseTable or die "Can't open $phraseTable: $!\n"; |
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while (<MYFILE>) |
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{ |
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chomp; |
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@words = split(/ /, "$_"); |
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$thisStr = ""; |
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foreach (@words) |
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{ |
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$thisStr = $thisStr . "$_"; |
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} |
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push(@UNK, $thisStr); |
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$vocab{$thisStr} = 1; |
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} |
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close (MYFILE); |
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open MYFILE, "<:encoding(UTF-8)", $testFile or die "Can't open $testFile: $!\n"; |
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my $inpCount = 0; |
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while (<MYFILE>) |
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{ |
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chomp; |
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@words = split(/ /, "$_"); |
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$sNum = $words[0]; |
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if ($prev != $sNum){ |
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$inpCount++; |
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} |
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my $i = 2; |
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$thisStr = ""; |
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$features = ""; |
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while ($words[$i] ne "|||") |
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{ |
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$thisStr = $thisStr . $words[$i]; |
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$i++; |
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} |
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$i++; |
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while ($words[$i] ne "|||") |
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{ |
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if ($words[$i] =~ /Penalty0/ || $words[$i] eq "Distortion0=" || $words[$i] eq "LM0=" ){ |
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$i++; |
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} |
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elsif (looks_like_number($words[$i])){ |
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$features = $features . " " . exp($words[$i]); |
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} |
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$i++; |
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} |
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$i++; |
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if ($thisStr ne ""){ |
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print PT "$UNK[$inpCount] ||| $thisStr ||| $features ||| 0-0 ||| 0 0 0\n"; |
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} |
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$prev = $sNum; |
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} |
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close (MYFILE); |
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close (PT); |
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`gzip $phraseTable`; |
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} |
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