#!/usr/bin/perl -w use utf8; use strict; my $LIMIT_SIZE=30; my ($effile, $model1, $imodel1, $orthof, $orthoe, $class_e, $class_f) = @ARGV; die "Usage: $0 corpus.fr-en corpus.f-e.model1 corpus.e-f.model1 corpus.orthonorm-dict.f corpus.orthnorm-dict.e class.e class.f\n" unless $effile && -f $effile && $model1 && -f $model1 && $imodel1 && -f $imodel1 && $orthof && -f $orthof && $orthoe && -f $orthoe && -f $class_e && -f $class_f; my %eclass = (); my %fclass = (); load_classes($class_e, \%eclass); load_classes($class_f, \%fclass); our %cache; open EF, "<$effile" or die; open M1, "<$model1" or die; open IM1, "<$imodel1" or die; binmode(EF,":utf8"); binmode(M1,":utf8"); binmode(IM1,":utf8"); binmode(STDOUT,":utf8"); my %model1; print STDERR "Reading model1...\n"; my %sizes = (); while() { chomp; my ($f, $e, $lp) = split /\s+/; $model1{$f}->{$e} = 1; $sizes{$f}++; } close M1; my $inv_add = 0; my %invm1; print STDERR "Reading inverse model1...\n"; my %esizes=(); while() { chomp; my ($e, $f, $lp) = split /\s+/; $invm1{$e}->{$f} = 1; $esizes{$e}++; if (($sizes{$f} or 0) < $LIMIT_SIZE && !(defined $model1{$f}->{$e})) { $model1{$f}->{$e} = 1; $sizes{$f}++; $inv_add++; } } close IM1; print STDERR "Added $inv_add from inverse model1\n"; open M1, "<$model1" or die; binmode(M1,":utf8"); my $dir_add = 0; print STDERR "Reading model1 (again) for extra inverse translations...\n"; while() { chomp; my ($f, $e, $lp) = split /\s+/; if (($esizes{$e} or 0) < $LIMIT_SIZE && !(defined $invm1{$e}->{$f})) { $invm1{$e}->{$f} = 1; $esizes{$e}++; $dir_add++; } } close M1; print STDERR "Added $dir_add from model 1\n"; print STDERR "Generating grammars...\n"; open OE, "<$orthoe" or die; binmode(OE,":utf8"); my %oe_dict; while() { chomp; my ($a, $b) = split / \|\|\| /, $_; die "BAD: $_" unless defined $a && defined $b; $oe_dict{$a} = $b; } close OE; open OF, "<$orthof" or die; binmode(OF,":utf8"); my %of_dict; while() { chomp; my ($a, $b) = split / \|\|\| /, $_; die "BAD: $_" unless defined $a && defined $b; $of_dict{$a} = $b; } close OF; $of_dict{''} = ''; $oe_dict{''} = ''; my $MIN_FEATURE_COUNT = 0; my $ADD_PREFIX_ID = 0; my $ADD_CLASS_CLASS = 1; my $ADD_LEN = 1; my $ADD_SIM = 1; my $ADD_DICE = 1; my $ADD_111 = 1; my $ADD_ID = 1; my $ADD_PUNC = 1; my $ADD_NULL = 0; my $ADD_STEM_ID = 1; my $ADD_SYM = 0; my $BEAM_RATIO = 50; my %fdict; my %fcounts; my %ecounts; my %sdict; while() { chomp; my ($f, $e) = split /\s*\|\|\|\s*/; my @es = split /\s+/, $e; my @fs = split /\s+/, $f; for my $ew (@es){ $ecounts{$ew}++; } push @fs, '' if $ADD_NULL; for my $fw (@fs){ $fcounts{$fw}++; } for my $fw (@fs){ for my $ew (@es){ $fdict{$fw}->{$ew}++; } } } my $specials = 0; my $fc = 1000000; my $sids = 1000000; for my $f (sort keys %fdict) { my $re = $fdict{$f}; my $max; for my $e (sort {$re->{$b} <=> $re->{$a}} keys %$re) { my $efcount = $re->{$e}; unless (defined $max) { $max = $efcount; } my $m1 = $model1{$f}->{$e}; my $im1 = $invm1{$e}->{$f}; my $is_good_pair = (defined $m1); my $is_inv_good_pair = (defined $im1); my $dice = 2 * $efcount / ($ecounts{$e} + $fcounts{$f}); my @feats; if ($efcount > $MIN_FEATURE_COUNT) { $fc++; push @feats, "F$fc=1"; } if ($ADD_SYM && $is_good_pair && $is_inv_good_pair) { push @feats, 'Sym=1'; } my $oe = $oe_dict{$e}; die "Can't find orthonorm form for $e" unless defined $oe; my $of = $of_dict{$f}; die "Can't find orthonorm form for $f" unless defined $of; my $len_e = length($oe); my $len_f = length($of); push @feats, "Dice=$dice" if $ADD_DICE; if ($ADD_CLASS_CLASS) { my $ce = $eclass{$e} or die "E- no class for: $e"; my $cf = $fclass{$f} or die "F- no class for: $f"; push @feats, "C${cf}_${ce}=1"; } my $is_null = undef; if ($ADD_NULL && $f eq '') { push @feats, "IsNull=1"; $is_null = 1; } if ($ADD_LEN) { if (!$is_null) { my $dlen = abs($len_e - $len_f); push @feats, "DLen=$dlen"; } } my $f_num = ($of =~ /^-?\d[0-9\.\,]+%?$/ && (length($of) > 3)); my $e_num = ($oe =~ /^-?\d[0-9\.\,]+%?$/ && (length($oe) > 3)); my $both_non_numeric = (!$e_num && !$f_num); if ($ADD_STEM_ID) { my $el = 4; my $fl = 4; if ($oe =~ /^al|re|co/) { $el++; } if ($of =~ /^al|re|co/) { $fl++; } if ($oe =~ /^trans|inter/) { $el+=2; } if ($of =~ /^trans|inter/) { $fl+=2; } if ($fl > length($of)) { $fl = length($of); } if ($el > length($oe)) { $el = length($oe); } my $sf = substr $of, 0, $fl; my $se = substr $oe, 0, $el; my $id = $sdict{$sf}->{$se}; if (!$id) { $sids++; $sdict{$sf}->{$se} = $sids; $id = $sids; } push @feats, "S$id=1"; } if ($ADD_PREFIX_ID) { if ($len_e > 3 && $len_f > 3 && $both_non_numeric) { my $pe = substr $oe, 0, 3; my $pf = substr $of, 0, 3; if ($pe eq $pf) { push @feats, "PfxIdentical=1"; } } } if ($ADD_SIM) { my $ld = 0; my $eff = $len_e; if ($eff < $len_f) { $eff = $len_f; } if (!$is_null) { $ld = ($eff - levenshtein($oe, $of)) / sqrt($eff); } if ($ld > 1.5) { $is_good_pair = 1; } push @feats, "OrthoSim=$ld"; } my $ident = ($e eq $f); if ($ident) { $is_good_pair = 1; } if ($ident && $ADD_ID) { push @feats, "Identical=$len_e"; } if ($efcount == 1 && $ecounts{$e} == 1 && $fcounts{$f} == 1) { $is_good_pair = 1; if ($ADD_111) { push @feats, "OneOneOne=1"; } } if ($ADD_PUNC) { if ($f =~ /^[!,\-\/"':;=+?.()\[\]«»]+$/ && $e =~ /[a-z]+/) { push @feats, "PuncMiss=1"; } } my $is_special = ($is_good_pair && !(defined $m1)); $specials++ if $is_special; print STDERR "$f -> $e\n" if $is_special; print "1 ||| $f ||| $e ||| @feats\n" if $is_good_pair; print "2 ||| $e ||| $f ||| @feats\n" if $is_inv_good_pair; } } print STDERR "Added $specials special rules that were not in the M1 set\n"; sub levenshtein { # $s1 and $s2 are the two strings # $len1 and $len2 are their respective lengths # my ($s1, $s2) = @_; my ($len1, $len2) = (length $s1, length $s2); # If one of the strings is empty, the distance is the length # of the other string # return $len2 if ($len1 == 0); return $len1 if ($len2 == 0); my %mat; # Init the distance matrix # # The first row to 0..$len1 # The first column to 0..$len2 # The rest to 0 # # The first row and column are initialized so to denote distance # from the empty string # for (my $i = 0; $i <= $len1; ++$i) { for (my $j = 0; $j <= $len2; ++$j) { $mat{$i}{$j} = 0; $mat{0}{$j} = $j; } $mat{$i}{0} = $i; } # Some char-by-char processing is ahead, so prepare # array of chars from the strings # my @ar1 = split(//, $s1); my @ar2 = split(//, $s2); for (my $i = 1; $i <= $len1; ++$i) { for (my $j = 1; $j <= $len2; ++$j) { # Set the cost to 1 iff the ith char of $s1 # equals the jth of $s2 # # Denotes a substitution cost. When the char are equal # there is no need to substitute, so the cost is 0 # my $cost = ($ar1[$i-1] eq $ar2[$j-1]) ? 0 : 1; # Cell $mat{$i}{$j} equals the minimum of: # # - The cell immediately above plus 1 # - The cell immediately to the left plus 1 # - The cell diagonally above and to the left plus the cost # # We can either insert a new char, delete a char or # substitute an existing char (with an associated cost) # $mat{$i}{$j} = min([$mat{$i-1}{$j} + 1, $mat{$i}{$j-1} + 1, $mat{$i-1}{$j-1} + $cost]); } } # Finally, the Levenshtein distance equals the rightmost bottom cell # of the matrix # # Note that $mat{$x}{$y} denotes the distance between the substrings # 1..$x and 1..$y # return $mat{$len1}{$len2}; } # minimal element of a list # sub min { my @list = @{$_[0]}; my $min = $list[0]; foreach my $i (@list) { $min = $i if ($i < $min); } return $min; } sub load_classes { my ($file, $ref) = @_; print STDERR "Reading classes from $file...\n"; open F, "<$file" or die "Can't read $file: $!"; binmode(F, ":utf8") or die; while() { chomp; my ($word, $class) = split /\s+/; # print STDERR "'$word' -> $class\n"; $ref->{$word} = $class; } close F; }