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package Lingua::ZH::WordSegment;
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3
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1
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1
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50506
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use 5.008007;
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1
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4
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1
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204
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4
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1
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1
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7
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use strict;
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1
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2
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1
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39
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5
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1
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1
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6
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use warnings;
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1
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7
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1
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2203
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6
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7
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require Exporter;
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#use AutoLoader qw(AUTOLOAD);
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10
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our @ISA = qw(Exporter);
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our %EXPORT_TAGS = ( 'all' => [ qw(
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13
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) ] );
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our @EXPORT_OK = ( @{ $EXPORT_TAGS{'all'} } );
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our @EXPORT = qw(seg seg_STDIO set_dic);
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our $VERSION = '0.04';
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17
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18
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my %wordFreqList=(); #Chinese word as key of the hash table, frequency is the value
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19
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my %longestWordListStart=(); #Chinese character as key in the hash table, length of the longest word starting with
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20
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# this character is the value in the table
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22
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#reading the dictionary
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sub set_dic {
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1
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1
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0
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3
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my ($dictFileName)=@_;
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25
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1
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1
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%wordFreqList=();
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26
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1
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2
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%longestWordListStart=();
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27
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1
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50
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5
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if (defined $dictFileName) {
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28
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0
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0
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local *dictFile;
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29
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0
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0
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0
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open dictFile, $dictFileName or die "Can't open file $dictFileName.";
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0
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0
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load_dic(*dictFile);
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0
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0
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close dictFile;
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32
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} else {
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1
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4
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load_dic(\*DATA);
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34
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}
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35
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}
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37
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sub load_dic {
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1
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1
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0
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2
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my ($dictFile)=@_;
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39
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1
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7
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while(<$dictFile>){
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40
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22747
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69928
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s/\x0A//;s/\x0D//;s/\x20/\t/g;
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22747
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53270
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22747
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31849
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41
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22747
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31378
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my $line=$_;
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42
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22747
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91400
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my @entries=split(/\t/,$line);
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43
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22747
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47436
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my ($thisChnWord,$thisFreq)=@entries;
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44
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45
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#print "$thisChnWord,$thisFreq\n"; #for debug
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46
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22747
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86539
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$wordFreqList{$thisChnWord}=$thisFreq;
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48
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22747
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100
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78502
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if($thisChnWord=~/[\x00-\x7F]/){
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49
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}else{
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50
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22692
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50
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95188
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my $headChar=$1 if ($thisChnWord=~/^([\x80-\xFF].)/);
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51
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22692
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44643
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my $thisLen=length($thisChnWord)/2; #the length of the Chinese word in character
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52
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22692
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100
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75259
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$longestWordListStart{$headChar}=0 if (! defined $longestWordListStart{$headChar});
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53
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22692
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100
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152366
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$longestWordListStart{$headChar}=$thisLen if($longestWordListStart{$headChar}<$thisLen);
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54
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}
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55
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}
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56
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}
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57
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58
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sub seg_STDIO {
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59
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0
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0
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0
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while(){
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60
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0
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s/\x0A//g;s/\x0D//g;
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0
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61
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0
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print seg($_); print "\n";
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0
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62
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}
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63
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}
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64
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65
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sub seg {
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66
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0
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0
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0
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my ($thisSent)=@_;
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67
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0
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my $finalResult="";
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68
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0
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my $sentLen=length($thisSent);
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69
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70
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0
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my $partialChnString="";
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71
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0
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my $index=0;
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72
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0
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while($index<$sentLen){
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73
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0
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my $thisChar=substr($thisSent, $index,1);
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74
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75
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0
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0
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if($thisChar ge "\x80") { #this is half of a Chinese character
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76
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0
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$thisChar=substr($thisSent,$index,2);
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77
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0
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$index+=2;
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78
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0
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$partialChnString=$partialChnString.$thisChar;
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79
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}else{
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80
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0
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$index++;
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81
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82
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0
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0
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if($partialChnString ne ""){
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83
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0
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my $partialSegString=segmentZhStr($partialChnString);
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84
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0
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$finalResult=$finalResult.$partialSegString;
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85
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86
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0
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$partialChnString="";
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87
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0
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$partialSegString="";
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88
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}
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89
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90
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0
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$finalResult=$finalResult.$thisChar;
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91
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}
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92
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}
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93
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94
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#in case of pure Chinese characters
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95
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0
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0
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if($partialChnString ne ""){
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96
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0
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my $partialSegString=segmentZhStr($partialChnString);
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97
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0
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$finalResult=$finalResult.$partialSegString;
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98
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99
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0
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$partialChnString="";
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100
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0
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$partialSegString="";
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101
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}
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102
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103
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0
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$finalResult=~s/^\x20+//;
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104
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0
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$finalResult=~s/\x20+\Z//;
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105
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0
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$finalResult=~s/\x20+/\x20/g;
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106
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107
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0
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return $finalResult;
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108
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}
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109
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110
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sub segmentZhStr{ #segmenting a string of Chinese characters, there should be no non-Chinese character in the string
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111
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0
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0
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0
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my $inputString=$_[0];
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112
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0
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my $result="";
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113
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114
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#for debug
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115
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#print STDERR "Try to segment string $inputString\n";
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116
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117
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0
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my $lenOfString=length($inputString)/2;
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118
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0
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my @arcTable=();
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119
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120
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#----------------------------------------------------------
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121
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#step0, initialize the arcTable
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122
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0
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for(my $i=0;$i<$lenOfString;$i++){
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123
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0
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for(my $j=0;$j<$lenOfString;$j++){
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124
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0
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0
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if($i==$j){
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125
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0
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$arcTable[$i][$j]=1;
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126
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}else{
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127
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0
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$arcTable[$i][$j]=-1;
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128
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}
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129
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}
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130
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}
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131
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132
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133
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#-----------------------------------------------------------
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134
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#step1: search for all possible arcs in the input string
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135
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# and create an array for them
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136
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137
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0
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for(my $currentPos=0;$currentPos<$lenOfString;$currentPos++){ #currentPos is the index of Chinese character
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138
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0
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my $currentChar=substr($inputString,$currentPos*2,2);
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139
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140
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#from this position, try to find all possible words led by this character
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141
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0
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my $possibleLen=$longestWordListStart{$currentChar};
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142
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0
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0
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$possibleLen=1 if (! defined $possibleLen);
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143
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#for debug
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144
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#print STDERR "\n$currentChar=$possibleLen\n";
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145
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146
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0
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0
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if(($possibleLen+$currentPos)> ($lenOfString-1)){
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147
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0
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$possibleLen=$lenOfString-$currentPos;
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148
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}
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149
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150
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0
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while($possibleLen>=2){ #all possible words with more than 2 characters
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151
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0
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my $subString=substr($inputString,$currentPos*2,$possibleLen*2);
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152
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153
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#for debug
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154
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#print STDERR "s=$subString\n";
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155
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156
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0
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0
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if($wordFreqList{$subString}){
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157
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#for debug
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158
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#print STDERR "$subString found\n";
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159
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160
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0
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$arcTable[$currentPos][$currentPos+$possibleLen-1]=$wordFreqList{$subString};
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161
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}
|
162
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163
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164
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0
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$possibleLen--;
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165
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}
|
166
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167
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}
|
168
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169
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#for debug
|
170
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#for($i=0;$i<$lenOfString;$i++){
|
171
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# for($j=0;$j<$lenOfString;$j++){
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172
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# print " ",$arcTable[$i][$j];
|
173
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# }
|
174
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# print "\n";
|
175
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#}
|
176
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177
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178
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#--------------------------------------------------------------------------
|
179
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#step2: from the arc table, try to find the best path as segmentation at
|
180
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#each point use the longest possible arc
|
181
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# Try from two directions for the search: left to right and right to left
|
182
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# using the one with higher product of frequency of the arcs
|
183
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184
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0
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my @leftRightSegLabel=();
|
185
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0
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my @rightLeftSegLabel=();
|
186
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187
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#initialize the segmentation label array
|
188
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0
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for(my $k=0;$k<$lenOfString;$k++){
|
189
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0
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|
$leftRightSegLabel[$k]=0;
|
190
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0
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$rightLeftSegLabel[$k]=0;
|
191
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}
|
192
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193
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#from left to right
|
194
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#-------------------------------
|
195
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0
|
|
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|
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|
my $leftToRightFreq=0;
|
196
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0
|
|
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|
|
|
my $thisCharIndex=0;
|
197
|
0
|
|
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|
|
my $charIndexEnd=$lenOfString-1;
|
198
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|
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|
199
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0
|
|
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|
|
while($thisCharIndex<$lenOfString){
|
200
|
0
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|
|
my $endCharIndex=$charIndexEnd;
|
201
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0
|
|
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|
my $found=0;
|
202
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|
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|
203
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0
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0
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|
|
while((!$found)&&($endCharIndex>=$thisCharIndex)){
|
204
|
0
|
0
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|
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|
|
if($arcTable[$thisCharIndex][$endCharIndex]!=-1){
|
205
|
0
|
|
|
|
|
|
$leftToRightFreq+=log($arcTable[$thisCharIndex][$endCharIndex]);
|
206
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0
|
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$found=1;
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}
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208
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else{
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209
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0
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$endCharIndex--;
|
210
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}
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211
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}
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212
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213
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0
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$leftRightSegLabel[$endCharIndex]=1;
|
214
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0
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$thisCharIndex=$endCharIndex+1;
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215
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}
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216
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217
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#for debug
|
218
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#print STDERR @leftRightSegLabel,"\n $leftToRightFreq\n";
|
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220
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#from right to left
|
221
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#---------------------------------
|
222
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0
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my $rightToLeftFreq=0;
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223
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0
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|
$thisCharIndex=$lenOfString-1;
|
224
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225
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0
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while($thisCharIndex>=0){
|
226
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0
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my $startCharIndex=0;
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227
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0
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my $found=0;
|
228
|
0
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0
|
|
|
|
while((!$found)&&($startCharIndex<=$thisCharIndex)){
|
229
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0
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0
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|
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|
|
if($arcTable[$startCharIndex][$thisCharIndex]!=-1){
|
230
|
0
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|
$found=1;
|
231
|
0
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|
|
|
$rightToLeftFreq+=log($arcTable[$startCharIndex][$thisCharIndex]);
|
232
|
|
|
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|
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}
|
233
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else{
|
234
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0
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|
$startCharIndex++;
|
235
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}
|
236
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}
|
237
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|
238
|
0
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|
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|
$rightLeftSegLabel[$startCharIndex]=1;
|
239
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0
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|
|
|
$thisCharIndex=$startCharIndex-1;
|
240
|
|
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|
|
|
|
}
|
241
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|
242
|
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|
#for debug
|
243
|
|
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|
|
|
#print STDERR @rightLeftSegLabel,"\n $rightToLeftFreq\n";
|
244
|
|
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|
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|
245
|
|
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|
|
246
|
|
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|
|
|
#---------------------------------------------------------------------------------
|
247
|
|
|
|
|
|
|
# Step3: create result
|
248
|
0
|
0
|
|
|
|
|
if($leftToRightFreq>$rightToLeftFreq){#using left to right solution, prefer right to left
|
249
|
0
|
|
|
|
|
|
for(my $p=0;$p<$lenOfString;$p++){
|
250
|
0
|
|
|
|
|
|
$result=$result.substr($inputString, $p*2, 2);
|
251
|
|
|
|
|
|
|
|
252
|
0
|
0
|
|
|
|
|
if($leftRightSegLabel[$p]==1){
|
253
|
0
|
|
|
|
|
|
$result=$result." ";
|
254
|
|
|
|
|
|
|
}
|
255
|
|
|
|
|
|
|
}
|
256
|
|
|
|
|
|
|
}
|
257
|
|
|
|
|
|
|
else{
|
258
|
0
|
|
|
|
|
|
for(my $p=0;$p<$lenOfString;$p++){
|
259
|
0
|
0
|
|
|
|
|
if($rightLeftSegLabel[$p]==1){
|
260
|
0
|
|
|
|
|
|
$result=$result." ";
|
261
|
|
|
|
|
|
|
}
|
262
|
0
|
|
|
|
|
|
$result=$result.substr($inputString, $p*2, 2);
|
263
|
|
|
|
|
|
|
}
|
264
|
|
|
|
|
|
|
}
|
265
|
|
|
|
|
|
|
|
266
|
0
|
|
|
|
|
|
$result=~s/^\x20+//;
|
267
|
0
|
|
|
|
|
|
$result=~s/\x20+\Z//;
|
268
|
|
|
|
|
|
|
|
269
|
|
|
|
|
|
|
#for debug
|
270
|
|
|
|
|
|
|
#print "result=$result\n";
|
271
|
|
|
|
|
|
|
|
272
|
0
|
|
|
|
|
|
return " $result ";
|
273
|
|
|
|
|
|
|
}
|
274
|
|
|
|
|
|
|
|
275
|
|
|
|
|
|
|
set_dic();
|
276
|
|
|
|
|
|
|
1;
|
277
|
|
|
|
|
|
|
|
278
|
|
|
|
|
|
|
=pod
|
279
|
|
|
|
|
|
|
|
280
|
|
|
|
|
|
|
=head1 NAME
|
281
|
|
|
|
|
|
|
|
282
|
|
|
|
|
|
|
Lingua::ZH::WordSegment - Simple Simplified Chinese Word Segmentation
|
283
|
|
|
|
|
|
|
|
284
|
|
|
|
|
|
|
=head1 SYNOPSIS
|
285
|
|
|
|
|
|
|
|
286
|
|
|
|
|
|
|
use Lingua::ZH::WordSegment;
|
287
|
|
|
|
|
|
|
print seg($str_in);
|
288
|
|
|
|
|
|
|
seg_STDIO();# Read from STDIN, and print the segmented result to STDOUT
|
289
|
|
|
|
|
|
|
|
290
|
|
|
|
|
|
|
set_dic($dictionary_file_name); #load word from the file, this is not a must
|
291
|
|
|
|
|
|
|
perl -MLingua::ZH::WordSegment -e 'seg_STDIO();' < input_file > output_file
|
292
|
|
|
|
|
|
|
|
293
|
|
|
|
|
|
|
=head1 DESCRIPTION
|
294
|
|
|
|
|
|
|
|
295
|
|
|
|
|
|
|
The default word list is extracted from People's Daily in Jan, 1998 owned by Institute of Computational Linguistics, Peking University, China
|
296
|
|
|
|
|
|
|
|
297
|
|
|
|
|
|
|
This code is mainly written by Joy, joy@cs.cmu.edu in July 4th, 2001.
|
298
|
|
|
|
|
|
|
|
299
|
|
|
|
|
|
|
This program is a perl version of left-right mandarin segmentor
|
300
|
|
|
|
|
|
|
As LDC segmenter takes a long time to build the DB files which makes the
|
301
|
|
|
|
|
|
|
the training process last too long time.
|
302
|
|
|
|
|
|
|
|
303
|
|
|
|
|
|
|
For ablation experiments, we do not need to create the DB files because the
|
304
|
|
|
|
|
|
|
specific frequency dictionary will be used only once for each slice.
|
305
|
|
|
|
|
|
|
|
306
|
|
|
|
|
|
|
The algorithm for this segmenter is to search the longest word at each point
|
307
|
|
|
|
|
|
|
from both left and right directions, and choose the one with higher frequency
|
308
|
|
|
|
|
|
|
product.
|
309
|
|
|
|
|
|
|
|
310
|
|
|
|
|
|
|
The above is Joy's original declarations.
|
311
|
|
|
|
|
|
|
|
312
|
|
|
|
|
|
|
|
313
|
|
|
|
|
|
|
|
314
|
|
|
|
|
|
|
=head1 METHODS
|
315
|
|
|
|
|
|
|
|
316
|
|
|
|
|
|
|
seg($str_in); # return the string of segmentation result.
|
317
|
|
|
|
|
|
|
seg_STDIO(); # Read from STDIN, and print the segmented result to STDOUT
|
318
|
|
|
|
|
|
|
|
319
|
|
|
|
|
|
|
set_dic($dictionary_file_name)
|
320
|
|
|
|
|
|
|
#The format of the dictionary file for each line is:
|
321
|
|
|
|
|
|
|
# "chineseWord\tFrequency\n"
|
322
|
|
|
|
|
|
|
#
|
323
|
|
|
|
|
|
|
#Notice that if you don't call set_dic,
|
324
|
|
|
|
|
|
|
#the default dictionary in GBK encoding will be loaded.
|
325
|
|
|
|
|
|
|
#The default dictionary is extracted from corpus of the People's Daily,
|
326
|
|
|
|
|
|
|
#January, 1998.
|
327
|
|
|
|
|
|
|
#Thanks to Institute of Computational Linguistics, Peking University,China.
|
328
|
|
|
|
|
|
|
|
329
|
|
|
|
|
|
|
=head1 SEE ALSO
|
330
|
|
|
|
|
|
|
|
331
|
|
|
|
|
|
|
|
332
|
|
|
|
|
|
|
=head1 AUTHORS
|
333
|
|
|
|
|
|
|
|
334
|
|
|
|
|
|
|
Rewrited by Chen Yirong E cyr.master@gmail.com E, September 21, 2006 and modified in Feb 20, 2007.
|
335
|
|
|
|
|
|
|
Original Author:
|
336
|
|
|
|
|
|
|
Joy, joy@cs.cmu.edu in July 4th, 2001
|
337
|
|
|
|
|
|
|
|
338
|
|
|
|
|
|
|
=head1 KUDOS
|
339
|
|
|
|
|
|
|
|
340
|
|
|
|
|
|
|
Many thanks to Joy who made the code available.
|
341
|
|
|
|
|
|
|
Thanks to the PKU Corpus (from Institute of Computational Linguistics, Peking University, China) to help to automatic generate the default dictionary.
|
342
|
|
|
|
|
|
|
|
343
|
|
|
|
|
|
|
=head1 COPYRIGHT
|
344
|
|
|
|
|
|
|
|
345
|
|
|
|
|
|
|
This program is free software; you can redistribute it and/or modify it
|
346
|
|
|
|
|
|
|
under the same terms as Perl itself.
|
347
|
|
|
|
|
|
|
|
348
|
|
|
|
|
|
|
See L
|
349
|
|
|
|
|
|
|
|
350
|
|
|
|
|
|
|
=cut
|
351
|
|
|
|
|
|
|
|
352
|
|
|
|
|
|
|
__DATA__
|