#!/usr/bin/env perl # Reads a CoNLL-U file and tries to fix certain simple errors that would make the file invalid; writes the fixed file to STDOUT. # Can be used to make a parser output valid. # * Converts Unicode to the NFC normalized form (i.e., canonical decomposition followed by canonical composition). # * Makes sure that all sentences have a unique sentence id. # * Makes sure that all sentences have the full text comment and that it matches the SpaceAfter=No annotations (but if both exist in the input and they don't match, the script gives up). # Usage: perl conllu-quick-fix.pl < input.conllu > fixed.conllu # Copyright © 2019, 2020 Dan Zeman # License: GNU GPL use utf8; use open ':utf8'; binmode(STDIN, ':utf8'); binmode(STDOUT, ':utf8'); binmode(STDERR, ':utf8'); use Unicode::Normalize; use Getopt::Long; my $connect_to_root = 0; GetOptions ( 'connect-to-root' => \$connect_to_root ); my @sentence = (); my $isent = 0; while(<>) { push(@sentence, NFC($_)); if(m/^\s*$/) { process_sentence(@sentence); @sentence = (); } } #------------------------------------------------------------------------------ # Once a sentence has been read, processes it and prints it. #------------------------------------------------------------------------------ sub process_sentence { $isent++; # global counter my @sentence = @_; my $sentid; my $text; my $resttext; my $collected_text = ''; my $mwtto; foreach my $line (@sentence) { $line =~ s/\r?\n$//; if($line =~ m/^\#\s*sent_id\s*=\s*(\S+)$/) { $sentid = $1; } elsif($line =~ m/^\#\s*text\s*=\s*(.+)$/) { $text = $1; $resttext = $text; } # All node/token lines must have exactly ten columns. if($line =~ m/^\d/) { my @f = split(/\t/, $line); while(scalar(@f)<10) { push(@f, '_'); } splice(@f, 10); # Now check the contents of the columns. $f[2] = fix_lemma($f[0], $f[2]); $f[3] = fix_upos($f[0], $f[3]); $f[4] = fix_xpos($f[0], $f[4]); $f[5] = fix_feats($f[0], $f[5]); ($f[6], $f[7]) = fix_head_deprel($f[0], $f[6], $f[7]); $f[8] = fix_deps($f[0], $f[8]); $line = join("\t", @f); } if($line =~ m/^\d+-(\d+)\t/) { $mwtto = $1; my @f = split(/\t/, $line); # Collect text from FORM. We will use it if there was no # text attribute. my @misc = split(/\|/, $f[9]); $collected_text .= $f[1]; # If there was a # text attribute, we will check and fix SpaceAfter=No instead. if(defined($resttext)) { my $l = length($f[1]); if($f[1] eq substr($resttext, 0, $l)) { $resttext = substr($resttext, $l); # Now check SpaceAfter=No against the resttext. Exception: end of sentence cannot be verified. unless($resttext eq '') { if($resttext =~ s/^\s+//) { # We just removed leading space(s) from $resttext. There must not be SpaceAfter=No in MISC. @misc = grep {!m/^SpaceAfter=No$/} (@misc); if(scalar(@misc) == 0) { push(@misc, '_'); } } else { # No spaces follow the form in $resttext. There must be SpaceAfter=No in MISC. if(scalar(@misc) == 1 && $misc[0] eq '_') { $misc[0] = 'SpaceAfter=No'; } elsif(!grep {m/^SpaceAfter=No$/} (@misc)) { push(@misc, 'SpaceAfter=No'); } } } } else { print STDERR ("WARNING: sentence text comment exists and the form '$f[1]' does not match the rest of the text '$resttext'; giving up.\n"); $resttext = undef; } } unless(grep {m/^SpaceAfter=No$/} (@misc)) { $collected_text .= ' '; } $f[9] = join('|', @misc); $line = join("\t", @f); } # Normal nodes (they may or may not be part of a multi-word token). elsif($line =~ m/^\d+\t/) { my @f = split(/\t/, $line); unless(defined($mwtto) && $f[0]<=$mwtto) { # Collect text from FORM. We will use it if there was no # text attribute. my @misc = split(/\|/, $f[9]); $collected_text .= $f[1]; # If there was a # text attribute, we will check and fix SpaceAfter=No instead. if(defined($resttext)) { my $l = length($f[1]); if($f[1] eq substr($resttext, 0, $l)) { $resttext = substr($resttext, $l); # Now check SpaceAfter=No against the resttext. Exception: end of sentence cannot be verified. unless($resttext eq '') { if($resttext =~ s/^\s+//) { # We just removed leading space(s) from $resttext. There must not be SpaceAfter=No in MISC. @misc = grep {!m/^SpaceAfter=No$/} (@misc); if(scalar(@misc) == 0) { push(@misc, '_'); } } else { # No spaces follow the form in $resttext. There must be SpaceAfter=No in MISC. if(scalar(@misc) == 1 && $misc[0] eq '_') { $misc[0] = 'SpaceAfter=No'; } elsif(!grep {m/^SpaceAfter=No$/} (@misc)) { push(@misc, 'SpaceAfter=No'); } } } } else { print STDERR ("WARNING: sentence text comment exists and the form '$f[1]' does not match the rest of the text '$resttext'; giving up.\n"); $resttext = undef; } } unless(grep {m/^SpaceAfter=No$/} (@misc)) { $collected_text .= ' '; } $f[9] = join('|', @misc); } else # MISC of words within a multi-word token must not contain SpaceAfter=No { my @misc = split(/\|/, $f[9]); @misc = grep {!m/^SpaceAfter=No$/} (@misc); if(scalar(@misc) == 0) { push(@misc, '_'); } $f[9] = join('|', @misc); } $line = join("\t", @f); } $line .= "\n"; } # Generate sentence text comment if it is not present. if(!defined($text)) { $collected_text =~ s/\s+$//; unshift(@sentence, "\# text = $collected_text\n"); } # Generate sentence id if it is not present. if(!defined($sentid)) { unshift(@sentence, "\# sent_id = $isent\n"); } # Optionally (with the --connect-to-root switch) add 0:root enhanced relations # untill all nodes are reachable from 0. if($connect_to_root) { @sentence = make_all_nodes_reachable(@sentence); } # Print the fixed sentence. print(join('', @sentence)); } #------------------------------------------------------------------------------ # Makes sure that lemma is valid. #------------------------------------------------------------------------------ sub fix_lemma { my $id = shift; my $lemma = shift; # Multi-word token must have the lemma empty. if($id =~ m/^\d+-\d+$/) { return '_'; } # Empty node can have the lemma empty but it is not required. if($id =~ m/^\d+\.\d+$/ && $lemma eq '_') { return $lemma; } # Normal nodes and empty nodes with non-empty lemmas. # Make sure that LEMMA does not contain leading or trailing spaces. $lemma =~ s/^\s+//; $lemma =~ s/\s+$//; $lemma = '_' if($lemma eq ''); return $lemma; } #------------------------------------------------------------------------------ # Makes sure that UPOS is valid. #------------------------------------------------------------------------------ sub fix_upos { my $id = shift; my $upos = shift; # Multi-word token must have the UPOS empty. if($id =~ m/^\d+-\d+$/) { return '_'; } # Empty node can have the UPOS empty but it is not required. if($id =~ m/^\d+\.\d+$/ && $upos eq '_') { return $upos; } # Make sure that UPOS is from the prescribed inventory. if($upos !~ m/^(NOUN|PROPN|PRON|ADJ|DET|NUM|VERB|AUX|ADV|ADP|SCONJ|CCONJ|PART|INTJ|SYM|PUNCT|X)$/) { $upos = 'X'; } return $upos; } #------------------------------------------------------------------------------ # Makes sure that XPOS is valid. #------------------------------------------------------------------------------ sub fix_xpos { my $id = shift; my $xpos = shift; # Multi-word token must have the XPOS empty. if($id =~ m/^\d+-\d+$/) { return '_'; } # Empty node can have the XPOS empty but it is not required. if($id =~ m/^\d+\.\d+$/ && $xpos eq '_') { return $xpos; } # Normal nodes and empty nodes with non-empty XPOS. # Make sure that XPOS does not contain leading or trailing spaces. $xpos =~ s/^\s+//; $xpos =~ s/\s+$//; $xpos = '_' if($xpos eq ''); return $xpos; } #------------------------------------------------------------------------------ # Makes sure that FEATS is valid. #------------------------------------------------------------------------------ sub fix_feats { my $id = shift; my $feats = shift; # Multi-word token must have the FEATS empty. if($id =~ m/^\d+-\d+$/) { return '_'; } # Empty node can have the FEATS empty but it is not required. if($id =~ m/^\d+\.\d+$/ && $feats eq '_') { return $feats; } # Normal nodes and empty nodes with non-empty FEATS. # Make sure that FEATS is either '_' or it follows the prescribed pattern. if($feats ne '_') { my @feats = split(/\|/, $feats); # Each element must be a name=value pair. # Feature names start with [A-Z] and contain [A-Za-z]. # Same for feature values, but [0-9] is also allowed there, and comma (',') may separate multi-values. # Feature names can additionally contain square brackets with layer ("[psor]"). foreach my $fv (@feats) { my ($f, $v); if($fv =~ m/^(.+)=(.+)$/) { $f = $1; $v = $2; } else { $f = $fv; $v = 'Yes'; } $f =~ s/[^A-Za-z\[\]]//g; $f =~ s/^(.)/\u\1/; $f = 'X'.$f if($f !~ m/^[A-Z]/); $v =~ s/[^A-Za-z0-9,]//g; $v =~ s/^(.)/\u\1/; $v = 'X'.$v if($v !~ m/^[A-Z0-9]/); $fv = "$f=$v"; } @feats = sort {lc($a) cmp lc($b)} (@feats); $feats = join('|', @feats); } return $feats; } #------------------------------------------------------------------------------ # Makes sure that HEAD and DEPREL are valid. #------------------------------------------------------------------------------ sub fix_head_deprel { my $id = shift; my $head = shift; my $deprel = shift; # Multi-word tokens and empty nodes must have HEAD and DEPREL empty. if($id =~ m/^\d+(-|\.)\d+$/) { return ('_', '_'); } # Make sure that HEAD is numeric and DEPREL is not empty. if($head !~ m/^\d+$/) { # We will attach node 1 to node 0, and all other nodes to 1. # This will produce a valid tree if we apply it to all words, # i.e., none of them had a valid parent before. Otherwise, it # may not work as we may be introducing cycles! if($id == 1) { $head = 0; $deprel = 'root'; } else { $head = 1; if($deprel eq '_' || $deprel eq '') { $deprel = 'dep'; } } } # Make sure that DEPREL contains only allowed strings (but no language-specific list is checked). my $udeprels = 'nsubj|obj|iobj|csubj|ccomp|xcomp|obl|vocative|expl|dislocated|advcl|advmod|discourse|aux|cop|mark|nmod|appos|nummod|acl|amod|det|clf|case|conj|cc|fixed|flat|compound|list|parataxis|orphan|goeswith|reparandum|punct|root|dep'; if($deprel =~ m/^root(:|$)/ && $head != 0) { $deprel = 'dep'; } if($deprel !~ m/^root(:|$)/ && $head == 0) { $deprel = 'root'; } if($deprel !~ m/^($udeprels)(:[a-z]+)?$/) { # First attempt: remove the subtype. $deprel =~ s/:.*//; } if($deprel !~ m/^($udeprels)(:[a-z]+)?$/) { # Second attempt: take 'dep'. $deprel = 'dep'; } return ($head, $deprel); } #------------------------------------------------------------------------------ # Makes sure that DEPS is valid. #------------------------------------------------------------------------------ sub fix_deps { my $id = shift; my $deps = shift; # Multi-word tokens must have DEPS empty. if($id =~ m/^\d+-\d+$/) { return '_'; } # Empty DEPS is OK. But if not empty, then certain rules must be followed. unless($deps eq '_') { my @deps = split(/\|/, $deps); # Remove self-loops. @deps = grep {my $h; if(m/^(\d+(?:\.\d+)?):/) {$h = $1;} defined($h) && $h!=$id} (@deps); if(scalar(@deps)==0) { # DEPS was not empty, so there is an enhanced graph and we should not make DEPS empty now. push(@deps, '0:root'); } # Make sure that the deps do not contain disallowed characters. foreach my $dep (@deps) { my ($h, $d); if($dep =~ m/^(\d+(?:\.\d+)?):(.+)$/) { $h = $1; $d = $2; } else { $h = 1; $d = $dep; } if($d !~ m/^[a-z]+(:[a-z]+)?(:[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(_[\p{Ll}\p{Lm}\p{Lo}\p{M}]+)*)?(:[a-z]+)?$/) { # First attempt: just lowercase and remove strange characters. $d = lc($d); $d =~ s/[^:_a-z\p{Ll}\p{Lm}\p{Lo}\p{M}]//g; } if($d !~ m/^[a-z]+(:[a-z]+)?(:[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(_[\p{Ll}\p{Lm}\p{Lo}\p{M}]+)*)?(:[a-z]+)?$/) { # Second attempt: everything after the first colon is simply 'extra'. $d =~ s/^([^:]*):.*$/$1:extra/; } if($d !~ m/^[a-z]+(:[a-z]+)?(:[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(_[\p{Ll}\p{Lm}\p{Lo}\p{M}]+)*)?(:[a-z]+)?$/) { # Last attempt: just 'dep'. $d = 'dep'; } # Finally, if $h is 0, then $d must be root; and if $h is not 0, then $d must not be root. if($h==0 && $d !~ m/^root(:|$)/) { $d = 'root'; } if($h!=0 && $d =~ m/^root(:|$)/) { $d = 'dep'; } $dep = "$h:$d"; } # Remove duplicates from @deps. my %deps; map {$deps{$_}++} (@deps); @deps = keys(%deps); @deps = sort { my @a = split(/:/, $a); my @b = split(/:/, $b); my $ah = shift(@a); my $bh = shift(@b); my $r = $ah <=> $bh; unless($r) { my $ad = join(':', @a); my $bd = join(':', @b); $r = $ad cmp $bd; } $r } (@deps); $deps = join('|', @deps); } return $deps; } #------------------------------------------------------------------------------ # For each node of the enhanced graph, finds the set of nodes from which the # node is reachable, i.e., the set of its enhanced ancestors. If node 0 (the # virtual root) is not among them, adds gradually 0:root relations until all # nodes are reachable from the root. #------------------------------------------------------------------------------ sub make_all_nodes_reachable { my @sentence = @_; my @nodes = grep {m/^\d+(\.\d+)?\t/} (@sentence); my %unreachable; my %parents; foreach my $node (@nodes) { my @f = split(/\t/, $node); my $id = $f[0]; $unreachable{$id}++; my $deps = $f[8]; my @nodeparents = map {m/^(.+):/; $1} (split(/\|/, $deps)); my %nodeparents; map {$nodeparents{$_}++} (@nodeparents); @nodeparents = keys(%nodeparents); $parents{$id} = \@nodeparents; } # Find nodes that are reachable from 0. my %reachable; $reachable{'0'}++; my %attach_to_root; # nodes that will have to be attached to 0 while(1) { my @unreachable = sort(keys(%unreachable)); last if(scalar(@unreachable)==0); my $found_new = 0; foreach my $id (@unreachable) { foreach my $parent (@{$parents{$id}}) { if($reachable{$parent}) { $found_new++; $reachable{$id}++; delete($unreachable{$id}); last; } } } # If we cannot find a new way how to make an unreachable node reachable, # try attaching the first unreachable node directly to the root. # We will first try to attach to root the first node (by id, lexicographically). # There might be better solutions, e.g., if the unreachable nodes form # a component whose root is the last node (with highest id). But we are # not trying to find the optimal solution. We just want to make the file # valid. @unreachable = sort(keys(%unreachable)); if(scalar(@unreachable)>0 && !$found_new) { my $node = shift(@unreachable); $attach_to_root{$node}++; $reachable{$node}++; delete($unreachable{$node}); $found_new = 1; } } # Now take the nodes that should be attached to the root and attach them there. foreach my $line (@sentence) { if($line =~ m/^\d+(\.\d+)?\t/) { my @f = split(/\t/, $line); if($attach_to_root{$f[0]}) { my @deps = split(/\|/, $f[8]); @deps = () if(scalar(@deps)==1 && $deps[0] eq '_'); unshift(@deps, '0:root'); $f[8] = join('|', @deps); } $line = join("\t", @f); } } return @sentence; }