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use warnings; |
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use strict; |
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binmode(STDIN, ":utf8"); |
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use open ':encoding(UTF-8)'; |
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my $lowercase = 0; |
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if ($ARGV[0] eq "-lc") { |
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$lowercase = 1; |
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shift; |
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} |
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my $stem = $ARGV[0]; |
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if (!defined $stem) { |
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print STDERR "usage: multi-bleu-detok.pl [-lc] reference < hypothesis\n"; |
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print STDERR "Reads the references from reference or reference0, reference1, ...\n"; |
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exit(1); |
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} |
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$stem .= ".ref" if !-e $stem && !-e $stem."0" && -e $stem.".ref0"; |
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my @REF; |
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my $ref=0; |
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while(-e "$stem$ref") { |
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&add_to_ref("$stem$ref",\@REF); |
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$ref++; |
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} |
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&add_to_ref($stem,\@REF) if -e $stem; |
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die("ERROR: could not find reference file $stem") unless scalar @REF; |
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shift; |
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foreach my $stem (@ARGV) { |
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&add_to_ref($stem,\@REF) if -e $stem; |
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} |
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sub add_to_ref { |
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my ($file,$REF) = @_; |
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my $s=0; |
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if ($file =~ /.gz$/) { |
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open(REF,"gzip -dc $file|") or die "Can't read $file"; |
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} else { |
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open(REF,$file) or die "Can't read $file"; |
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} |
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while(<REF>) { |
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chop; |
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$_ = tokenization($_); |
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push @{$$REF[$s++]}, $_; |
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} |
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close(REF); |
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} |
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my(@CORRECT,@TOTAL,$length_translation,$length_reference); |
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my $s=0; |
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while(<STDIN>) { |
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chop; |
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$_ = lc if $lowercase; |
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$_ = tokenization($_); |
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my @WORD = split; |
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my %REF_NGRAM = (); |
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my $length_translation_this_sentence = scalar(@WORD); |
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my ($closest_diff,$closest_length) = (9999,9999); |
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foreach my $reference (@{$REF[$s]}) { |
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$reference = lc($reference) if $lowercase; |
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my @WORD = split(' ',$reference); |
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my $length = scalar(@WORD); |
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my $diff = abs($length_translation_this_sentence-$length); |
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if ($diff < $closest_diff) { |
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$closest_diff = $diff; |
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$closest_length = $length; |
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} elsif ($diff == $closest_diff) { |
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$closest_length = $length if $length < $closest_length; |
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} |
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for(my $n=1;$n<=4;$n++) { |
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my %REF_NGRAM_N = (); |
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for(my $start=0;$start<=$#WORD-($n-1);$start++) { |
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my $ngram = "$n"; |
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for(my $w=0;$w<$n;$w++) { |
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$ngram .= " ".$WORD[$start+$w]; |
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} |
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$REF_NGRAM_N{$ngram}++; |
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} |
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foreach my $ngram (keys %REF_NGRAM_N) { |
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if (!defined($REF_NGRAM{$ngram}) || |
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$REF_NGRAM{$ngram} < $REF_NGRAM_N{$ngram}) { |
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$REF_NGRAM{$ngram} = $REF_NGRAM_N{$ngram}; |
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} |
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} |
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} |
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} |
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$length_translation += $length_translation_this_sentence; |
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$length_reference += $closest_length; |
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for(my $n=1;$n<=4;$n++) { |
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my %T_NGRAM = (); |
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for(my $start=0;$start<=$#WORD-($n-1);$start++) { |
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my $ngram = "$n"; |
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for(my $w=0;$w<$n;$w++) { |
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$ngram .= " ".$WORD[$start+$w]; |
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} |
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$T_NGRAM{$ngram}++; |
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} |
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foreach my $ngram (keys %T_NGRAM) { |
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$ngram =~ /^(\d+) /; |
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my $n = $1; |
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$TOTAL[$n] += $T_NGRAM{$ngram}; |
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if (defined($REF_NGRAM{$ngram})) { |
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if ($REF_NGRAM{$ngram} >= $T_NGRAM{$ngram}) { |
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$CORRECT[$n] += $T_NGRAM{$ngram}; |
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} |
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else { |
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$CORRECT[$n] += $REF_NGRAM{$ngram}; |
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} |
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} |
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} |
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} |
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$s++; |
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} |
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my $brevity_penalty = 1; |
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my $bleu = 0; |
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my @bleu=(); |
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for(my $n=1;$n<=4;$n++) { |
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if (defined ($TOTAL[$n])){ |
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$bleu[$n]=($TOTAL[$n])?$CORRECT[$n]/$TOTAL[$n]:0; |
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}else{ |
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$bleu[$n]=0; |
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} |
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} |
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if ($length_reference==0){ |
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printf "BLEU = 0, 0/0/0/0 (BP=0, ratio=0, hyp_len=0, ref_len=0)\n"; |
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exit(1); |
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} |
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if ($length_translation<$length_reference) { |
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$brevity_penalty = exp(1-$length_reference/$length_translation); |
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} |
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$bleu = $brevity_penalty * exp((my_log( $bleu[1] ) + |
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my_log( $bleu[2] ) + |
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my_log( $bleu[3] ) + |
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my_log( $bleu[4] ) ) / 4) ; |
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printf "BLEU = %.2f, %.1f/%.1f/%.1f/%.1f (BP=%.3f, ratio=%.3f, hyp_len=%d, ref_len=%d)\n", |
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100*$bleu, |
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100*$bleu[1], |
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100*$bleu[2], |
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100*$bleu[3], |
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100*$bleu[4], |
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$brevity_penalty, |
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$length_translation / $length_reference, |
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$length_translation, |
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$length_reference; |
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sub my_log { |
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return -9999999999 unless $_[0]; |
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return log($_[0]); |
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} |
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sub tokenization |
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{ |
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my ($norm_text) = @_; |
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$norm_text =~ s/<skipped>//g; |
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$norm_text =~ s/-\n//g; |
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$norm_text =~ s/\n/ /g; |
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$norm_text =~ s/"/"/g; |
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$norm_text =~ s/&/&/g; |
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$norm_text =~ s/</</g; |
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$norm_text =~ s/>/>/g; |
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$norm_text = " $norm_text "; |
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$norm_text =~ s/([\{-\~\[-\` -\&\(-\+\:-\@\/])/ $1 /g; |
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$norm_text =~ s/([^0-9])([\.,])/$1 $2 /g; |
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$norm_text =~ s/([\.,])([^0-9])/ $1 $2/g; |
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$norm_text =~ s/([0-9])(-)/$1 $2 /g; |
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$norm_text =~ s/\s+/ /g; |
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$norm_text =~ s/^\s+//; |
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$norm_text =~ s/\s+$//; |
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return $norm_text; |
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} |
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