mosesdecoder/scripts/training/LexicalTranslationModel.pm

package LexicalTranslationModel;

use strict;
use warnings;

BEGIN {
    require Exporter;

    our $VERSION   = 1.0;
    our @ISA       = qw(Exporter);
    our @EXPORT    = qw(get_lexical);
    our @EXPORT_OK = qw();

}

sub open_compressed {

    # utilities
    my $ZCAT = "gzip -cd";
    my $BZCAT = "bzcat";

    my ($file) = @_;
    print "FILE: $file\n";

    # add extensions, if necessary
    $file = $file.".bz2" if ! -e $file && -e $file.".bz2";
    $file = $file.".gz"  if ! -e $file && -e $file.".gz";
   
    # pipe zipped, if necessary
    return "$BZCAT $file|" if $file =~ /\.bz2$/;
    return "$ZCAT $file|"  if $file =~ /\.gz$/;    
    return $file;
}

sub fix_spaces {
        my ($in) = @_;
        $$in =~ s/[ \t]+/ /g; $$in =~ s/[ \t]$//; $$in =~ s/^[ \t]//;    
}

sub get_lexical {
    my ($alignment_file_f,$alignment_file_e,$alignment_file_a,$lexical_file,$write_counts,$baseline_corpus_f,$baseline_corpus_e,$baseline_alignment, $instance_weights_file) = @_;
    print STDERR "($alignment_file_f,$alignment_file_e,$lexical_file)\n";
    print STDERR "baseline ($baseline_corpus_f,$baseline_corpus_e,$baseline_alignment)\n" if defined $baseline_alignment;
    print STDERR "instance weights ($instance_weights_file)\n" if defined $instance_weights_file;
#    my $alignment_file_a = $___ALIGNMENT_FILE.".".$___ALIGNMENT;


    if (-e "$lexical_file.f2e" && -e "$lexical_file.e2f" && (!$write_counts || -e "$lexical_file.counts.f2e" && -e "$lexical_file.counts.e2f")) {
      print STDERR "  reusing: $lexical_file.f2e and $lexical_file.e2f\n";
      return;
    }

    my (%WORD_TRANSLATION,%TOTAL_FOREIGN,%TOTAL_ENGLISH);
    &get_lexical_counts($alignment_file_e,$alignment_file_f,$alignment_file_a,$instance_weights_file,\%WORD_TRANSLATION,\%TOTAL_FOREIGN,\%TOTAL_ENGLISH);
    if (defined($baseline_alignment)) {
      &get_lexical_counts($baseline_corpus_e,$baseline_corpus_f,$baseline_alignment,undef,\%WORD_TRANSLATION,\%TOTAL_FOREIGN,\%TOTAL_ENGLISH);
    }

    open(F2E,">$lexical_file.f2e") or die "ERROR: Can't write $lexical_file.f2e";
    open(E2F,">$lexical_file.e2f") or die "ERROR: Can't write $lexical_file.e2f";
    if ($write_counts) {
        open(F2E2,">$lexical_file.counts.f2e") or die "ERROR: Can't write $lexical_file.counts.f2e";
        open(E2F2,">$lexical_file.counts.e2f") or die "ERROR: Can't write $lexical_file.counts.e2f";
    }

    foreach my $f (keys %WORD_TRANSLATION) {
	foreach my $e (keys %{$WORD_TRANSLATION{$f}}) {
	    printf F2E "%s %s %.7f\n",$e,$f,$WORD_TRANSLATION{$f}{$e}/$TOTAL_FOREIGN{$f};
	    printf E2F "%s %s %.7f\n",$f,$e,$WORD_TRANSLATION{$f}{$e}/$TOTAL_ENGLISH{$e};
	    if ($write_counts) {
	        printf F2E2 "%s %s %i %i\n",$e,$f,$WORD_TRANSLATION{$f}{$e},$TOTAL_FOREIGN{$f};
	        printf E2F2 "%s %s %i %i\n",$f,$e,$WORD_TRANSLATION{$f}{$e},$TOTAL_ENGLISH{$e};
	    }
	}
    }
    close(E2F);
    close(F2E);
    if ($write_counts) {
        close(E2F2);
        close(F2E2);
    }
    print STDERR "Saved: $lexical_file.f2e and $lexical_file.e2f\n";
}

sub get_lexical_counts {
    my ($alignment_file_e,$alignment_file_f,$alignment_file_a,$instance_weights_file,$WORD_TRANSLATION,$TOTAL_FOREIGN,$TOTAL_ENGLISH) = @_;
    open(E,&open_compressed($alignment_file_e)) or die "ERROR: Can't read $alignment_file_e";
    open(F,&open_compressed($alignment_file_f)) or die "ERROR: Can't read $alignment_file_f";
    open(A,&open_compressed($alignment_file_a)) or die "ERROR: Can't read $alignment_file_a";
    my $W = undef;
    if (defined($instance_weights_file) && $instance_weights_file) {
      open($W, $instance_weights_file) or die "ERROR: Can't read $instance_weights_file";
    }

    my $alignment_id = 0;
    while(my $e = <E>) {
        if (($alignment_id++ % 1000) == 0) { print STDERR "!"; }
        chomp($e); fix_spaces(\$e);
        my @ENGLISH = split(/ /,$e);
        my $f = <F>; chomp($f); fix_spaces(\$f);
        my @FOREIGN = split(/ /,$f);
        my $a = <A>; chomp($a); fix_spaces(\$a);
        my $iw = 1; # instance weight
        $iw = <$W> if defined $W;
        my (%FOREIGN_ALIGNED,%ENGLISH_ALIGNED);
        foreach (split(/ /,$a)) {
            my ($fi,$ei) = split(/\-/);
	    if ($fi >= scalar(@FOREIGN) || $ei >= scalar(@ENGLISH)) {
		print STDERR "alignment point ($fi,$ei) out of range (0-$#FOREIGN,0-$#ENGLISH) in line $alignment_id, ignoring\n";
	    }
	    else {
		# local counts
		$FOREIGN_ALIGNED{$fi}+=$iw;
		$ENGLISH_ALIGNED{$ei}+=$iw;
		
		# global counts
		$$WORD_TRANSLATION{$FOREIGN[$fi]}{$ENGLISH[$ei]}+=$iw;
		$$TOTAL_FOREIGN{$FOREIGN[$fi]}+=$iw;
		$$TOTAL_ENGLISH{$ENGLISH[$ei]}+=$iw;
	    }
        }

        # unaligned words
        for(my $ei=0;$ei<scalar(@ENGLISH);$ei++) {
          next if defined($ENGLISH_ALIGNED{$ei});
          $$WORD_TRANSLATION{"NULL"}{$ENGLISH[$ei]}+=$iw;
          $$TOTAL_ENGLISH{$ENGLISH[$ei]}+=$iw;
          $$TOTAL_FOREIGN{"NULL"}+=$iw;
        }
        for(my $fi=0;$fi<scalar(@FOREIGN);$fi++) {
          next if defined($FOREIGN_ALIGNED{$fi});
          $$WORD_TRANSLATION{$FOREIGN[$fi]}{"NULL"}+=$iw;
          $$TOTAL_FOREIGN{$FOREIGN[$fi]}+=$iw;
          $$TOTAL_ENGLISH{"NULL"}+=$iw;
        }
    }
    print STDERR "\n";
    close(A);
    close(F);
    close(E);
}

END {
}

1;