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# WordNet::Similarity::DepthFinder version 2.04 |
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# (Last updated $Id: DepthFinder.pm,v 1.20 2008/03/27 06:21:17 sidz1979 Exp $) |
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# |
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# Module containing code to find the depths of (noun and verb) synsets in |
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# the WordNet 'is-a' taxonomies |
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# |
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# Copyright (c) 2005, |
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# |
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# Ted Pedersen, University of Minnesota Duluth |
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# tpederse at d.umn.edu |
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# |
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# Jason Michelizzi, Univeristy of Minnesota Duluth |
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# mich0212 at d.umn.edu |
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# |
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# This program is free software; you can redistribute it and/or |
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# modify it under the terms of the GNU General Public License |
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# as published by the Free Software Foundation; either version 2 |
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# of the License, or (at your option) any later version. |
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# |
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# This program is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with this program; if not, write to |
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# |
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# The Free Software Foundation, Inc., |
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# 59 Temple Place - Suite 330, |
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# Boston, MA 02111-1307, USA. |
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# |
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# ------------------------------------------------------------------ |
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package WordNet::Similarity::DepthFinder; |
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36
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=head1 NAME |
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38
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WordNet::Similarity::DepthFinder - methods to find the depth of synsets in |
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WordNet taxonomies |
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41
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=head1 SYNOPSIS |
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43
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use WordNet::QueryData; |
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my $wn = WordNet::QueryData->new; |
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defined $wn or die "Construction of WordNet::QueryData failed"; |
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47
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use WordNet::Similarity::DepthFinder; |
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49
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my $obj = WordNet::Similarity::DepthFinder->new ($wn); |
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my ($err, $errString) = $obj->getError (); |
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$err and die $errString; |
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53
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my $wps1 = 'car#n#4'; |
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my $wps2 = 'oil#n#1'; |
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55
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56
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my $offset1 = $wn -> offset ($wps1); |
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my $offset2= $wn -> offset ($wps2); |
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59
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my @roots = $obj->getTaxonomies ($offset1, 'n'); |
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my $taxonomy_depth = $obj->getTaxonomyDepth ($roots[0], 'n'); |
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print "The maximum depth of the taxonomy where $wps1 is found is $taxonomy_depth\n"; |
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63
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my @depths = $obj->getSynsetDepth ($offset1, 'n'); |
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print "The depth of $offset1 is $depths[0]->[0]\n"; |
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66
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my @lcsbyic = $obj -> getLCSbyDepth($wps1,$wps2,'n','wps'); |
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print "$wps1 and $wps2 have LCS $lcsbyic[0]->[0] with Depth $lcsbyic[0]->[1]\n"; |
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69
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my @lcsbyic = $obj -> getLCSbyDepth($offset1,$offset2,'n','offset'); |
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print "$offset1 and $offset2 have LCS $lcsbyic[0]->[0] with Depth $lcsbyic[0]->[1]\n"; |
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72
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=head1 DESCRIPTION |
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74
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The following methods are provided by this module: |
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76
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=over |
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78
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=cut |
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4
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use strict; |
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130
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81
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use warnings; |
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4
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115
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83
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4
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4
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245
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use WordNet::Similarity::PathFinder; |
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0
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0
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84
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85
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our @ISA = qw/WordNet::Similarity::PathFinder/; |
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87
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our $VERSION = '2.04'; |
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89
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WordNet::Similarity::addConfigOption ("taxonomyDepthsFile", 1, "p", undef); |
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WordNet::Similarity::addConfigOption ("synsetDepthsFile", 1, "p", undef); |
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92
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=item $obj->initialize ($configfile) |
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94
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Overrides the initialize method in WordNet::Similarity to look for and |
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process depths files. The initialize method of the superclass is also called. |
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97
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=cut |
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99
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sub initialize |
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{ |
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my $self = shift; |
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my $class = ref $self || $self; |
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104
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my $wn = $self->{wn}; |
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106
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my $defaultdepths = "synsetdepths.dat"; |
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my $defaultroots = "treedepths.dat"; |
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109
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$self->SUPER::initialize (@_); |
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111
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my $depthsfile = $self->{synsetDepthsFile}; |
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113
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unless (defined $depthsfile) { |
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DEPTHS_SEARCH: |
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foreach (@INC) { |
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my $file = File::Spec->catfile ($_, 'WordNet', $defaultdepths); |
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if (-e $file) { |
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if (-r $file) { |
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$depthsfile = $file; |
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last DEPTHS_SEARCH; |
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} |
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else { |
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# The file not readable--is this an error? |
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# I suppose we shouldn't punish people for having |
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# unreadable files lying around; let's do nothing. |
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} |
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} |
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} |
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} |
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unless (defined $depthsfile) { |
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$self->{error} = 2; |
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$self->{errorString} .= "\nError (${class}::initialize()) - "; |
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$self->{errorString} .= "No depths file found."; |
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return undef; |
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} |
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137
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138
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$self->_processSynsetsFile ($depthsfile) or return undef; |
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140
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my $rootsfile = $self->{treeDepthsFile}; |
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142
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unless (defined $rootsfile) { |
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TAXONOMY_SEARCH: |
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foreach (@INC) { |
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my $file = File::Spec->catfile ($_, 'WordNet', $defaultroots); |
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if (-e $file) { |
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if (-r $file) { |
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148
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$rootsfile = $file; |
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last TAXONOMY_SEARCH; |
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} |
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else { |
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# The file not readable--is this an error? |
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# I suppose we shouldn't punish people for having |
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# unreadable files lying around; let's do nothing. |
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} |
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156
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} |
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157
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} |
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158
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} |
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159
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160
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$self->_processTaxonomyFile ($rootsfile) or return undef; |
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161
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162
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return 1; |
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163
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} |
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164
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165
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166
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=item $obj->getSynsetDepth ($offset, $pos) |
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167
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168
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Returns the depth(s) of the synset denoted by $offset and $pos. The return |
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169
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value is a list of references to arrays. Each array has the form |
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170
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S<(depth, root)>. |
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171
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172
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=cut |
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173
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174
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sub getSynsetDepth |
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175
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{ |
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my $self = shift; |
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my $class = ref $self || $self; |
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my $offset = shift; |
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my $pos = shift; |
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180
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181
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my $ref = $self->{depths}->{$pos}->{$offset}; |
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182
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my @depths = @$ref; |
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183
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184
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185
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unless (defined $depths[0]) { |
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186
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$self->{errorString} .= "\nWarning (${class}::getSynsetDepth()) - "; |
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187
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$self->{errorString} .= "No depth found for '$offset#$pos'."; |
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188
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$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
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return undef; |
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190
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} |
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191
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192
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return @depths; |
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193
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} |
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194
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195
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196
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=item $obj->getTaxonomyDepth ($offset, $pos) |
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197
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198
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Returns the maximum depth of the taxonomy rooted at the synset identified |
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199
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by $offset and $pos. If $offset and $pos does not identify a root of |
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200
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a taxonomy, then undef is returned and an error is raised. |
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201
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202
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=cut |
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203
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204
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sub getTaxonomyDepth |
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205
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{ |
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206
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my $self = shift; |
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207
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my $class = ref $self || $self; |
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208
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my $synset = shift; |
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209
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my $pos = shift; |
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210
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211
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my $depth = $self->{taxonomyDepths}->{$pos}->{$synset}; |
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212
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213
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unless (defined $depth) { |
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214
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$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
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215
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$self->{errorString} .= "\nWarning (${class}::getTaxonomyDepth()) - "; |
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216
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$self->{errorString} .= "No taxonomy is rooted at $synset#$pos."; |
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217
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return undef; |
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218
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} |
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219
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220
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return $depth; |
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221
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} |
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222
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223
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=item $obj->getTaxonomies ($offset, $pos) |
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224
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225
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Returns a list of the roots of the taxonomies to which the synset identified |
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226
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by $offset and $pos belongs. |
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227
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228
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=cut |
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229
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230
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sub getTaxonomies |
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231
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{ |
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232
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my $self = shift; |
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233
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my $offset = shift; |
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234
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my $pos = shift; |
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235
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my $class = ref $self || $self; |
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236
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237
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my $ref = $self->{depths}->{$pos}->{$offset}; |
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238
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my @tmp = @$ref; |
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239
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my %tmp; |
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240
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foreach (@tmp) { |
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241
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$tmp{$_->[1]} = 1; |
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242
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} |
|
243
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my @rtn = keys %tmp; |
|
244
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unless (defined $rtn[0]) { |
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245
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$self->{errorString} .= "\nWarning (${class}::getTaxonomies()) - "; |
|
246
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$self->{errorString} .= "No root information for $offset#$pos."; |
|
247
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|
$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
|
248
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return undef; |
|
249
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} |
|
250
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return @rtn; |
|
251
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} |
|
252
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253
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=item getLCSbyDepth($synset1, $synset2, $pos, $mode) |
|
254
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255
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Given two input synsets, finds the least common subsumer (LCS) of them. |
|
256
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If there are multiple candidates for the LCS (due to multiple inheritance |
|
257
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in WordNet), the LCS with the greatest depth is chosen (i.e., the candidate |
|
258
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whose shortest path to the root is the longest). |
|
259
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260
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Parameters: a blessed reference, two synsets, a part of speech, and a mode. |
|
261
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The mode must the either the string 'wps' or 'offset'. If the mode is wps, |
|
262
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then the two input synsets must be in word#pos#sense format. If the mode |
|
263
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is offset, then the input synsets must be WordNet offsets. |
|
264
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|
265
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Returns: a list of the form ($lcs, $depth) where $lcs is the LCS (in wps |
|
266
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|
|
format if mode is 'wps' or an offset if mode is 'offset'. $depth is the |
|
267
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|
|
depth of the LCS in its taxonomy. Returns undef on error. |
|
268
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|
269
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=cut |
|
270
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|
271
|
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|
|
sub getLCSbyDepth |
|
272
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|
|
{ |
|
273
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|
|
my $self = shift; |
|
274
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|
|
my $synset1 = shift; |
|
275
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|
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|
|
my $synset2 = shift; |
|
276
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|
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|
|
my $pos = shift; |
|
277
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|
|
my $mode = shift; |
|
278
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|
|
my $class = ref $self || $self; |
|
279
|
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|
280
|
|
|
|
|
|
|
my @paths = $self->getAllPaths ($synset1, $synset2, $pos, $mode); |
|
281
|
|
|
|
|
|
|
unless (defined $paths[0]) { |
|
282
|
|
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|
|
# no paths found |
|
283
|
|
|
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|
|
$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
|
284
|
|
|
|
|
|
|
$self->{errorString} .= "\nWarning (${class}::getLCSbyDepth()) - "; |
|
285
|
|
|
|
|
|
|
$self->{errorString} .= "No path between synsets found."; |
|
286
|
|
|
|
|
|
|
return $self->UNRELATED; |
|
287
|
|
|
|
|
|
|
} |
|
288
|
|
|
|
|
|
|
|
|
289
|
|
|
|
|
|
|
my $wn = $self->{wn}; |
|
290
|
|
|
|
|
|
|
my %depth; # a hash to hold the depth of each LCS candidate |
|
291
|
|
|
|
|
|
|
|
|
292
|
|
|
|
|
|
|
# find the depth of each LCS candidate |
|
293
|
|
|
|
|
|
|
foreach (@paths) { |
|
294
|
|
|
|
|
|
|
my $offset = $_->[0]; |
|
295
|
|
|
|
|
|
|
if ($mode eq 'wps') { |
|
296
|
|
|
|
|
|
|
if (index ($_->[0], "*Root*") >= $[) { |
|
297
|
|
|
|
|
|
|
$offset = 0; |
|
298
|
|
|
|
|
|
|
} |
|
299
|
|
|
|
|
|
|
else { |
|
300
|
|
|
|
|
|
|
$offset = $wn->offset ($_->[0]); |
|
301
|
|
|
|
|
|
|
} |
|
302
|
|
|
|
|
|
|
} |
|
303
|
|
|
|
|
|
|
|
|
304
|
|
|
|
|
|
|
my @depths = $self->getSynsetDepth ($offset, $pos); |
|
305
|
|
|
|
|
|
|
my ($depth, $root) = @{$depths[0]}; |
|
306
|
|
|
|
|
|
|
unless (defined $depth) { |
|
307
|
|
|
|
|
|
|
# serious internal error -- possible problem with depths file? |
|
308
|
|
|
|
|
|
|
$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
|
309
|
|
|
|
|
|
|
$self->{errorString} .= "\nWarning (${class}::getLCSbyDepth()) - "; |
|
310
|
|
|
|
|
|
|
$self->{errorString} .= "Undefined depth for $_->[0]. "; |
|
311
|
|
|
|
|
|
|
$self->{errorString} .= "Possible problem with the depths file?"; |
|
312
|
|
|
|
|
|
|
return undef; |
|
313
|
|
|
|
|
|
|
} |
|
314
|
|
|
|
|
|
|
$depth{$_->[0]} = [$depth, $root]; |
|
315
|
|
|
|
|
|
|
} |
|
316
|
|
|
|
|
|
|
|
|
317
|
|
|
|
|
|
|
# sort according to depth (descending order) |
|
318
|
|
|
|
|
|
|
my @tmp = sort {$b->[1] <=> $a->[1]} map [$_, @{$depth{$_}}], keys %depth; |
|
319
|
|
|
|
|
|
|
|
|
320
|
|
|
|
|
|
|
# remove from the array all the subsumers that are not tied for best |
|
321
|
|
|
|
|
|
|
foreach (0..$#tmp) { |
|
322
|
|
|
|
|
|
|
if ($tmp[$_]->[1] == $tmp[0]->[1]) { |
|
323
|
|
|
|
|
|
|
# do nothing |
|
324
|
|
|
|
|
|
|
} |
|
325
|
|
|
|
|
|
|
else { |
|
326
|
|
|
|
|
|
|
# kill the rest of the array and exit the loop |
|
327
|
|
|
|
|
|
|
$#tmp = $_ - 1; |
|
328
|
|
|
|
|
|
|
last; |
|
329
|
|
|
|
|
|
|
} |
|
330
|
|
|
|
|
|
|
} |
|
331
|
|
|
|
|
|
|
|
|
332
|
|
|
|
|
|
|
unless (defined $tmp[0]) { |
|
333
|
|
|
|
|
|
|
my $wps1 = $synset1; |
|
334
|
|
|
|
|
|
|
my $wps2 = $synset2; |
|
335
|
|
|
|
|
|
|
if ($mode eq 'offset') { |
|
336
|
|
|
|
|
|
|
$wps1 = $synset1 ? $wn->getSense ($synset1, $pos) : "*Root*#$pos#1"; |
|
337
|
|
|
|
|
|
|
$wps2 = $synset2 ? $wn->getSynse ($synset2, $pos) : "*Root*#$pos#1"; |
|
338
|
|
|
|
|
|
|
} |
|
339
|
|
|
|
|
|
|
|
|
340
|
|
|
|
|
|
|
$self->{error} = $self->{error} < 1 ? 1 : $self->{error}; |
|
341
|
|
|
|
|
|
|
$self->{errorString} .= "\nWarning (${class}::getLCSbyDepth() - "; |
|
342
|
|
|
|
|
|
|
$self->{errorString} .= "No LCS found for $wps1 and $wps2."; |
|
343
|
|
|
|
|
|
|
|
|
344
|
|
|
|
|
|
|
if ($self->{trace}) { |
|
345
|
|
|
|
|
|
|
$self->{traceString} .= "\nNo LCS found for "; |
|
346
|
|
|
|
|
|
|
$self->printSet ($pos, 'wps', $wps1); |
|
347
|
|
|
|
|
|
|
$self->{traceString} .= ", "; |
|
348
|
|
|
|
|
|
|
$self->printSet ($pos, 'wps', $wps2); |
|
349
|
|
|
|
|
|
|
$self->{traceString} .= "."; |
|
350
|
|
|
|
|
|
|
} |
|
351
|
|
|
|
|
|
|
return undef; |
|
352
|
|
|
|
|
|
|
} |
|
353
|
|
|
|
|
|
|
|
|
354
|
|
|
|
|
|
|
if ($self->{trace}) { |
|
355
|
|
|
|
|
|
|
$self->{traceString} .= "\nLowest Common Subsumers: "; |
|
356
|
|
|
|
|
|
|
foreach (@tmp) { |
|
357
|
|
|
|
|
|
|
$self->printSet ($pos, $mode, $_->[0]); |
|
358
|
|
|
|
|
|
|
$self->{traceString} .= " (Depth=$_->[1]) "; |
|
359
|
|
|
|
|
|
|
} |
|
360
|
|
|
|
|
|
|
} |
|
361
|
|
|
|
|
|
|
|
|
362
|
|
|
|
|
|
|
return @tmp; |
|
363
|
|
|
|
|
|
|
} |
|
364
|
|
|
|
|
|
|
|
|
365
|
|
|
|
|
|
|
|
|
366
|
|
|
|
|
|
|
|
|
367
|
|
|
|
|
|
|
=item $obj->_processSynsetsFile ($filename) |
|
368
|
|
|
|
|
|
|
|
|
369
|
|
|
|
|
|
|
Reads and processes a synsets file as output by wnDepths.pl |
|
370
|
|
|
|
|
|
|
|
|
371
|
|
|
|
|
|
|
=cut |
|
372
|
|
|
|
|
|
|
|
|
373
|
|
|
|
|
|
|
sub _processSynsetsFile |
|
374
|
|
|
|
|
|
|
{ |
|
375
|
|
|
|
|
|
|
my $self = shift; |
|
376
|
|
|
|
|
|
|
my $file = shift; |
|
377
|
|
|
|
|
|
|
my $class = ref $self || $self; |
|
378
|
|
|
|
|
|
|
my $wnver = $self->{wntools}->hashCode (); |
|
379
|
|
|
|
|
|
|
|
|
380
|
|
|
|
|
|
|
unless (open FH, '<', $file) { |
|
381
|
|
|
|
|
|
|
$self->{error} = 2; |
|
382
|
|
|
|
|
|
|
$self->{errorString} .= "\nError (${class}::_processSynsetsFile()) - "; |
|
383
|
|
|
|
|
|
|
$self->{errorString} .= "Cannot open $file for reading: $!."; |
|
384
|
|
|
|
|
|
|
return 0; |
|
385
|
|
|
|
|
|
|
} |
|
386
|
|
|
|
|
|
|
|
|
387
|
|
|
|
|
|
|
my $line = ; |
|
388
|
|
|
|
|
|
|
unless ($line =~ /^wnver::(\S+)$/) { |
|
389
|
|
|
|
|
|
|
$self->{errorString} .= "\nError (${class}::_processSynsetsFile()) - "; |
|
390
|
|
|
|
|
|
|
$self->{errorString} .= "File $file has bad format."; |
|
391
|
|
|
|
|
|
|
$self->{error} = 2; |
|
392
|
|
|
|
|
|
|
return 0; |
|
393
|
|
|
|
|
|
|
} |
|
394
|
|
|
|
|
|
|
unless ($1 eq $wnver) { |
|
395
|
|
|
|
|
|
|
$self->{errorString} .= "\nError (${class}::_processSynsetsFile()) - "; |
|
396
|
|
|
|
|
|
|
$self->{errorString} .= "Bad WordNet hash-code in $file, $1, should be $wnver."; |
|
397
|
|
|
|
|
|
|
$self->{error} = 2; |
|
398
|
|
|
|
|
|
|
return 0; |
|
399
|
|
|
|
|
|
|
} |
|
400
|
|
|
|
|
|
|
|
|
401
|
|
|
|
|
|
|
# If we are using a root node, then we need to slightly adjust all |
|
402
|
|
|
|
|
|
|
# the synset depths. Thus, the correction will be 1 if the root node |
|
403
|
|
|
|
|
|
|
# is on and 0 otherwise. |
|
404
|
|
|
|
|
|
|
my $correction = $self->{rootNode} ? 1 : 0; |
|
405
|
|
|
|
|
|
|
|
|
406
|
|
|
|
|
|
|
while ($line = ) { |
|
407
|
|
|
|
|
|
|
my ($pos, $offset, @depths) = split /\s+/, $line; |
|
408
|
|
|
|
|
|
|
# convert the offset string to a number. When we make the number |
|
409
|
|
|
|
|
|
|
# into a string again, there won't be any leading zeros. |
|
410
|
|
|
|
|
|
|
$offset = 0 + $offset; |
|
411
|
|
|
|
|
|
|
|
|
412
|
|
|
|
|
|
|
# We assume the the first depth listed is the smallest. |
|
413
|
|
|
|
|
|
|
# The wnDepths.pl program should guarantee this behavior. |
|
414
|
|
|
|
|
|
|
my @refs; |
|
415
|
|
|
|
|
|
|
foreach (@depths) { |
|
416
|
|
|
|
|
|
|
my ($depth, $root) = split /:/; |
|
417
|
|
|
|
|
|
|
# make root a number; see above for why. If the root node |
|
418
|
|
|
|
|
|
|
# is on, then all roots are the root node, so adjust for that. |
|
419
|
|
|
|
|
|
|
$root = $self->{rootNode} ? 0 : $root + 0; |
|
420
|
|
|
|
|
|
|
$depth += $correction; |
|
421
|
|
|
|
|
|
|
push @refs, [$depth, $root]; |
|
422
|
|
|
|
|
|
|
} |
|
423
|
|
|
|
|
|
|
$self->{depths}->{$pos}->{$offset} = [@refs]; |
|
424
|
|
|
|
|
|
|
} |
|
425
|
|
|
|
|
|
|
|
|
426
|
|
|
|
|
|
|
if ($self->{rootNode}) { |
|
427
|
|
|
|
|
|
|
# set the depth of the root nodes to be one |
|
428
|
|
|
|
|
|
|
$self->{depths}->{n}->{0} = [[1, 0]]; |
|
429
|
|
|
|
|
|
|
$self->{depths}->{v}->{0} = [[1, 0]]; |
|
430
|
|
|
|
|
|
|
} |
|
431
|
|
|
|
|
|
|
|
|
432
|
|
|
|
|
|
|
return 1; |
|
433
|
|
|
|
|
|
|
} |
|
434
|
|
|
|
|
|
|
|
|
435
|
|
|
|
|
|
|
=item $obj->_processTaxonomyFile ($filename) |
|
436
|
|
|
|
|
|
|
|
|
437
|
|
|
|
|
|
|
Reads and processes a taxonomies file as produced by wnDepths.pl |
|
438
|
|
|
|
|
|
|
|
|
439
|
|
|
|
|
|
|
=cut |
|
440
|
|
|
|
|
|
|
|
|
441
|
|
|
|
|
|
|
sub _processTaxonomyFile |
|
442
|
|
|
|
|
|
|
{ |
|
443
|
|
|
|
|
|
|
my $self = shift; |
|
444
|
|
|
|
|
|
|
my $filename = shift; |
|
445
|
|
|
|
|
|
|
my $class = ref $self || $self; |
|
446
|
|
|
|
|
|
|
|
|
447
|
|
|
|
|
|
|
unless (open FH, '<', $filename) { |
|
448
|
|
|
|
|
|
|
$self->{errorString} .= "Error (${class}::_processTaxonomyFile()) - "; |
|
449
|
|
|
|
|
|
|
$self->{errorString} .= "Could not open '$filename' for reading: $!."; |
|
450
|
|
|
|
|
|
|
$self->{error} = 2; |
|
451
|
|
|
|
|
|
|
return 0; |
|
452
|
|
|
|
|
|
|
} |
|
453
|
|
|
|
|
|
|
|
|
454
|
|
|
|
|
|
|
my $line = ; |
|
455
|
|
|
|
|
|
|
|
|
456
|
|
|
|
|
|
|
unless ($line =~ /^wnver::(\S+)$/) { |
|
457
|
|
|
|
|
|
|
$self->{errorString} .= "Error (${class}::_processTaxonomyFile()) - "; |
|
458
|
|
|
|
|
|
|
$self->{errorString} .= "Bad file format for $filename."; |
|
459
|
|
|
|
|
|
|
$self->{error} = 2; |
|
460
|
|
|
|
|
|
|
return 0; |
|
461
|
|
|
|
|
|
|
} |
|
462
|
|
|
|
|
|
|
|
|
463
|
|
|
|
|
|
|
while ($line = ) { |
|
464
|
|
|
|
|
|
|
my ($p, $o, $d) = split /\s+/, $line; |
|
465
|
|
|
|
|
|
|
|
|
466
|
|
|
|
|
|
|
# add 0 to offset to make it a number; see above for why |
|
467
|
|
|
|
|
|
|
$o = $o + 0; |
|
468
|
|
|
|
|
|
|
|
|
469
|
|
|
|
|
|
|
$self->{taxonomyDepths}->{$p}->{$o} = $d; |
|
470
|
|
|
|
|
|
|
} |
|
471
|
|
|
|
|
|
|
|
|
472
|
|
|
|
|
|
|
close FH; |
|
473
|
|
|
|
|
|
|
return 1; |
|
474
|
|
|
|
|
|
|
} |
|
475
|
|
|
|
|
|
|
|
|
476
|
|
|
|
|
|
|
1; |
|
477
|
|
|
|
|
|
|
|
|
478
|
|
|
|
|
|
|
__END__ |