concordia-server/mgiza-aligner/europarl/sentence-align-corpus.perl

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2017-01-21 17:01:15 +01:00
#!/usr/bin/perl -w
use strict;
use Encode;
binmode(STDIN, ":utf8");
binmode(STDOUT, ":utf8");
binmode(STDERR, ":utf8");
my $dir = "txt";
my $outdir = "aligned";
my $preprocessor = "tools/split-sentences.perl -q";
my ($l1,$l2) = @ARGV;
die unless -e "$dir/$l1";
die unless -e "$dir/$l2";
`mkdir -p $outdir/$l1-$l2/$l1`;
`mkdir -p $outdir/$l1-$l2/$l2`;
my ($dayfile,$s1); # globals for reporting reasons
open(LS,"ls $dir/$l1|");
while($dayfile = <LS>) {
chop($dayfile);
if (! -e "$dir/$l2/$dayfile") {
print "$dayfile only for $l1, not $l2, skipping\n";
next;
}
&align();
}
sub align {
my @TXT1native= `$preprocessor -l $l1 < $dir/$l1/$dayfile`;
my @TXT2native = `$preprocessor -l $l2 < $dir/$l2/$dayfile`;
my @TXT1;
my @TXT2;
#change perl encoding
foreach my $line (@TXT1native) {
push(@TXT1,decode_utf8($line));
}
foreach my $line (@TXT2native) {
push(@TXT2,decode_utf8($line));
}
open(OUT1, ">$outdir/$l1-$l2/$l1/$dayfile");
open(OUT2, ">$outdir/$l1-$l2/$l2/$dayfile");
binmode(OUT1, ":utf8");
binmode(OUT2, ":utf8");
for(my $i2=0,my $i1=0; $i1<scalar(@TXT1) && $i2<scalar(@TXT2);) {
# match chapter start
if ($TXT1[$i1] =~ /^<CHAPTER ID=\"?(\d+)\"?/) {
my $c1 = $1;
#print "CHAPTER $1\n";
if ($TXT2[$i2] =~ /^<CHAPTER ID=\"?(\d+)\"?/) {
my $c2 = $1;
if ($c1 == $c2) {
print OUT1 $TXT1[$i1++];
print OUT2 $TXT2[$i2++];
}
elsif ($c1 < $c2) {
$i1 = &skip(\@TXT1,$i1+1,'^<CHAPTER ID=\"?\d+\"?');
}
else {
$i2 = &skip(\@TXT2,$i2+1,'^<CHAPTER ID=\"?\d+\"?');
}
}
else {
$i2 = &skip(\@TXT2,$i2,'^<CHAPTER ID=\"?\d+\"?');
}
}
# match speaker start
elsif ($TXT1[$i1] =~ /^<SPEAKER ID=\"?(\d+)\"?/) {
$s1 = $1;
#print "SPEAKER $1\n";
if ($TXT2[$i2] =~ /^<SPEAKER ID=\"?(\d+)\"?/) {
my $s2 = $1;
if ($s1 == $s2) {
print OUT1 $TXT1[$i1++];
print OUT2 $TXT2[$i2++];
}
elsif ($s1 < $s2) {
$i1 = &skip(\@TXT1,$i1+1,'^<SPEAKER ID=\"?\d+\"?');
}
else {
$i2 = &skip(\@TXT2,$i2+1,'^<SPEAKER ID=\"?\d+\"?');
}
}
else {
$i2 = &skip(\@TXT2,$i2,'^<SPEAKER ID=\"?\d+\"?');
}
}
else {
#print "processing... $i1,$i2\n";
my @P1 = &extract_paragraph(\@TXT1,\$i1);
my @P2 = &extract_paragraph(\@TXT2,\$i2);
if (scalar(@P1) != scalar(@P2)) {
print "$dayfile (speaker $s1) different number of paragraphs ".scalar(@P1)." != ".scalar(@P2)."\n";
}
else {
for(my $p=0;$p<scalar(@P1);$p++) {
&sentence_align(\@{$P1[$p]},\@{$P2[$p]});
}
}
}
}
}
close(LS);
sub skip {
my ($TXT,$i,$pattern) = @_;
my $i_old = $i;
while($i < scalar(@{$TXT})
&& $$TXT[$i] !~ /$pattern/) {
$i++;
}
print "$dayfile skipped lines $i_old-$i to reach '$pattern'\n";
return $i;
}
sub extract_paragraph {
my ($TXT,$i) = @_;
my @P = ();
my $p=0;
for(;$$i<scalar(@{$TXT})
&& ${$TXT}[$$i] !~ /^<SPEAKER ID=\"?\d+\"?/
&& ${$TXT}[$$i] !~ /^<CHAPTER ID=\"?\d+\"?/;$$i++) {
if (${$TXT}[$$i] =~ /^<P>/) {
$p++ if $P[$p];
# each XML tag has its own paragraph
push @{$P[$p]}, ${$TXT}[$$i];
$p++;
}
else {
push @{$P[$p]}, ${$TXT}[$$i];
}
}
return @P;
}
# this is a vanilla implementation of church and gale
sub sentence_align {
my ($P1,$P2) = @_;
chop(@{$P1});
chop(@{$P2});
# parameters
my %PRIOR;
$PRIOR{1}{1} = 0.89;
$PRIOR{1}{0} = 0.01/2;
$PRIOR{0}{1} = 0.01/2;
$PRIOR{2}{1} = 0.089/2;
$PRIOR{1}{2} = 0.089/2;
# $PRIOR{2}{2} = 0.011;
# compute length (in characters)
my (@LEN1,@LEN2);
$LEN1[0] = 0;
for(my $i=0;$i<scalar(@{$P1});$i++) {
my $line = $$P1[$i];
$line =~ s/[\s\r\n]+//g;
# print "1: $line\n";
$LEN1[$i+1] = $LEN1[$i] + length($line);
}
$LEN2[0] = 0;
for(my $i=0;$i<scalar(@{$P2});$i++) {
my $line = $$P2[$i];
$line =~ s/[\s\r\n]+//g;
# print "2: $line\n";
$LEN2[$i+1] = $LEN2[$i] + length($line);
}
# dynamic programming
my (@COST,@BACK);
$COST[0][0] = 0;
for(my $i1=0;$i1<=scalar(@{$P1});$i1++) {
for(my $i2=0;$i2<=scalar(@{$P2});$i2++) {
next if $i1 + $i2 == 0;
$COST[$i1][$i2] = 1e10;
foreach my $d1 (keys %PRIOR) {
next if $d1>$i1;
foreach my $d2 (keys %{$PRIOR{$d1}}) {
next if $d2>$i2;
my $cost = $COST[$i1-$d1][$i2-$d2] - log($PRIOR{$d1}{$d2}) +
&match($LEN1[$i1]-$LEN1[$i1-$d1], $LEN2[$i2]-$LEN2[$i2-$d2]);
# print "($i1->".($i1-$d1).",$i2->".($i2-$d2).") [".($LEN1[$i1]-$LEN1[$i1-$d1]).",".($LEN2[$i2]-$LEN2[$i2-$d2])."] = $COST[$i1-$d1][$i2-$d2] - ".log($PRIOR{$d1}{$d2})." + ".&match($LEN1[$i1]-$LEN1[$i1-$d1], $LEN2[$i2]-$LEN2[$i2-$d2])." = $cost\n";
if ($cost < $COST[$i1][$i2]) {
$COST[$i1][$i2] = $cost;
@{$BACK[$i1][$i2]} = ($i1-$d1,$i2-$d2);
}
}
}
# print $COST[$i1][$i2]."($i1-$BACK[$i1][$i2][0],$i2-$BACK[$i1][$i2][1]) ";
}
# print "\n";
}
# back tracking
my (%NEXT);
my $i1 = scalar(@{$P1});
my $i2 = scalar(@{$P2});
while($i1>0 || $i2>0) {
# print "back $i1 $i2\n";
@{$NEXT{$BACK[$i1][$i2][0]}{$BACK[$i1][$i2][1]}} = ($i1,$i2);
($i1,$i2) = ($BACK[$i1][$i2][0],$BACK[$i1][$i2][1]);
}
while($i1<scalar(@{$P1}) || $i2<scalar(@{$P2})) {
# print "fwd $i1 $i2\n";
for(my $i=$i1;$i<$NEXT{$i1}{$i2}[0];$i++) {
print OUT1 " " unless $i == $i1;
print OUT1 $$P1[$i];
}
print OUT1 "\n";
for(my $i=$i2;$i<$NEXT{$i1}{$i2}[1];$i++) {
print OUT2 " " unless $i == $i2;
print OUT2 $$P2[$i];
}
print OUT2 "\n";
($i1,$i2) = @{$NEXT{$i1}{$i2}};
}
}
sub match {
my ($len1,$len2) = @_;
my $c = 1;
my $s2 = 6.8;
if ($len1==0 && $len2==0) { return 0; }
my $mean = ($len1 + $len2/$c) / 2;
my $z = ($c * $len1 - $len2)/sqrt($s2 * $mean);
if ($z < 0) { $z = -$z; }
my $pd = 2 * (1 - &pnorm($z));
if ($pd>0) { return -log($pd); }
return 25;
}
sub pnorm {
my ($z) = @_;
my $t = 1/(1 + 0.2316419 * $z);
return 1 - 0.3989423 * exp(-$z * $z / 2) *
((((1.330274429 * $t
- 1.821255978) * $t
+ 1.781477937) * $t
- 0.356563782) * $t
+ 0.319381530) * $t;
}