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# (c) 2003-2022 Vlado Keselj http://web.cs.dal.ca/~vlado |
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# |
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# Text::Ngrams - A Perl module for N-grams processing |
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package Text::Ngrams; |
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119078
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use strict; |
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279
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require Exporter; |
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use Carp; |
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599
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use vars qw($VERSION @ISA @EXPORT @EXPORT_OK %EXPORT_TAGS); |
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1137
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@ISA = qw(Exporter); |
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%EXPORT_TAGS = ( 'all' => [ qw(new encode_S decode_S) ] ); |
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@EXPORT_OK = ( @{ $EXPORT_TAGS{'all'} } ); |
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@EXPORT = qw(new); |
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$VERSION = '2.007'; |
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use vars qw($Version); |
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429
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$Version = $VERSION; |
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use vars @EXPORT_OK; |
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232
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use vars qw(); # non-exported package globals go here |
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12
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9
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2737
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22
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23
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sub new { |
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12
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12
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1
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11808
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my $package = shift; |
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12
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33
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84
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$package = ref($package) || $package; |
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12
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25
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my $self = {}; |
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27
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28
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12
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43
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my (%params) = @_; |
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29
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30
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$self->{windowsize} = exists($params{windowsize}) ? |
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12
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100
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54
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$params{windowsize} : 3; |
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die "nonpositive window size: $self->{windowsize}" |
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33
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12
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50
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42
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unless $self->{windowsize} > 0; |
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34
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12
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28
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delete($params{windowsize}); |
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35
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36
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12
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100
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66
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198
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if (! exists($params{type}) or $params{type} eq 'character') { |
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50
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50
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100
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50
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37
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3
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9
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$self->{skiprex} = ''; |
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38
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3
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17
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$self->{tokenrex} = qr/([a-zA-Z]|[^a-zA-Z]+)/; |
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39
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3
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30
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20
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$self->{processtoken} = sub { s/[^a-zA-Z]+/ /; $_ = uc $_ }; |
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30
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48
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30
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41
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40
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3
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9
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$self->{allow_iproc} = 1; |
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41
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} |
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42
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elsif ($params{type} eq 'utf8') { |
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43
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0
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0
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$self->{skiprex} = ''; |
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44
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0
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0
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$self->{tokenrex} = qr/([\xF0-\xF4][\x80-\xBF][\x80-\xBF][\x80-\xBF] |
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45
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|[\xE0-\xEF][\x80-\xBF][\x80-\xBF] |
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46
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|[\xC2-\xDF][\x80-\xBF] |
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47
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|[\x00-\xFF])/x; |
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48
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0
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0
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$self->{processtoken} = ''; |
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49
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} |
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50
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# MJ -> |
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51
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# This type is analogous to the "character" type but defined for the utf8 |
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52
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# characters |
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53
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elsif ($params{type} eq 'utf8_character') { |
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54
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# $self->{inputlayer} |
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55
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# input layer to be put on the input stream by the function binmode |
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56
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# before reading from a given stream and to be removed by |
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57
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# ***binmode HANDLE,":pop"*** after the reading from the particular |
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58
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# stream is done has to be a real layer (like ":encoding(utf8)"), not a |
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59
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# pseudo layer (like ":utf8") so that the psuedo layer ":pop" is able to |
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60
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# remove this input layer |
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61
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62
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0
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0
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$self->{inputlayer} = ':encoding(utf8)'; |
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63
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# this will automatically decode input text from utf8 into Perl internal |
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64
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# reporesentation of Unicode strings and so the regular expressions for |
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65
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# Unicode as well as the uc function can be performed on them |
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66
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67
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0
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0
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$self->{skiprex} = ''; |
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68
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69
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9
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9
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4757
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$self->{tokenrex} = qr/(\p{IsAlpha}|\P{IsAlpha}+)/; |
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9
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116
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9
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116
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0
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0
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70
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71
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0
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0
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0
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$self->{processtoken} = sub { s/\P{IsAlpha}+/ /; $_ = uc $_ ; |
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0
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0
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72
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0
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0
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$_ = Encode::encode_utf8( $_ ); }; |
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0
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0
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73
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# the last operation ***$_=Encode::encode_utf8( $_ )*** is necessary |
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74
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# to go back to utf8 encoding from the internal Perl representation |
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75
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# so that for the output the n-grams are in utf8 (encoded by encode_S though) |
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76
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77
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0
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0
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$self->{allow_iproc} = 0; |
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78
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# allow_iproc has to be 0. Otherwise the last token in the read block will |
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79
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# be preprocessed and encoded in utf8, |
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80
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# and then attached at the beginning of the next block read from input, |
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81
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# which will be in the internal Perl representation |
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82
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} |
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83
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#MJ <- |
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84
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elsif ($params{type} eq 'byte') { |
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85
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4
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12
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$self->{skiprex} = ''; |
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86
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4
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9
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$self->{tokenrex} = ''; |
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87
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4
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11
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$self->{processtoken} = ''; |
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88
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} |
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89
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elsif ($params{type} eq 'word') { |
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90
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5
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23
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$self->{skiprex} = qr/[^a-zA-Z0-9]+/; |
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91
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5
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11
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$self->{skipinsert} = ' '; |
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92
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$self->{tokenrex} = |
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93
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5
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15
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qr/([a-zA-Z]+|(\d+(\.\d+)?|\d*\.\d+)([eE][-+]?\d+)?)/; |
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94
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$self->{processtoken} = sub |
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95
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47
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47
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117
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{ s/(\d+(\.\d+)?|\d*\.\d+)([eE][-+]?\d+)?// } |
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96
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5
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22
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} |
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97
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0
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0
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else { die "unknown type: $params{type}" } |
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98
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12
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22
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delete($params{type}); |
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99
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100
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12
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31
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$self->{'table'} = [ ]; |
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101
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12
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27
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$self->{'total'} = [ ]; |
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102
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12
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30
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$self->{'total_distinct_count'} = 0; |
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103
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12
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50
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$self->{'lastngram'} = [ ]; |
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104
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12
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22
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$self->{'next_token_id'} = 0; |
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105
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12
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29
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$self->{'token_dict'} = { }; |
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106
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12
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23
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$self->{'token_S'} = [ ]; |
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107
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12
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25
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$self->{'token'} = [ ]; |
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108
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109
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12
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45
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foreach my $i ( 1 .. $self->{windowsize} ) { |
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110
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33
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51
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$self->{table}[$i] = { }; |
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111
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33
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52
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$self->{total}[$i] = 0; |
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112
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33
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56
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$self->{firstngram}[$i] = ''; |
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113
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33
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58
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$self->{lastngram}[$i] = ''; |
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114
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} |
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115
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116
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12
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100
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43
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if (exists($params{'limit'})) { |
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117
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1
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50
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3
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die "limit=$params{'limit'}" if $params{'limit'} < 1; |
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118
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1
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2
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$self->{'limit'} = $params{'limit'}; |
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119
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} |
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120
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12
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23
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delete($params{'limit'}); |
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121
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122
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12
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50
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33
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die "unknown parameters:".join(' ', %params) if %params; |
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123
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124
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12
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24
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bless($self, $package); |
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125
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12
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91
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return $self; |
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126
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} |
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127
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128
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sub feed_tokens { |
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129
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24
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24
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1
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53
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my $self = shift; |
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130
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# count all n-grams sizes starting from max to 1 |
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131
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24
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45
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foreach my $t1 (@_) { |
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132
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204
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232
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my $t = $t1; |
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133
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204
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100
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298
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if (defined($self->{token_dict}->{$t})) { |
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134
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106
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118
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$t = $self->{token_dict}->{$t}; |
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135
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} else { |
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136
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98
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126
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my $id = $self->{next_token_id}++; |
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137
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98
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140
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$self->{token_S}->[$id] = &encode_S($t); |
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138
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98
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145
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$self->{token}->[$id] = $t; |
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139
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98
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185
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$t = $self->{token_dict}->{$t} = $id; |
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140
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} |
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141
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204
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369
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for (my $n=$self->{windowsize}; $n > 0; $n--) { |
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142
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571
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100
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742
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if ($n > 1) { |
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143
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367
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100
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593
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next unless $self->{lastngram}[$n-1] ne ''; |
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144
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335
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548
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$self->{lastngram}[$n] = $self->{lastngram}[$n-1] . |
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145
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' ' . $t; |
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146
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204
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239
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} else { $self->{lastngram}[$n] = $t } |
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147
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148
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539
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100
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1077
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if ( ($self->{table}[$n]{$self->{lastngram}[$n]} += 1)==1) |
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149
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330
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354
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{ $self->{'total_distinct_count'} += 1 } |
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150
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151
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539
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550
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$self->{'total'}[$n] += 1; |
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152
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539
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100
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991
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if ($self->{'firstngram'}[$n] eq '') |
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153
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31
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81
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{ $self->{'firstngram'}[$n] = $self->{lastngram}[$n] } |
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154
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} |
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155
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|
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} |
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156
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24
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100
|
100
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|
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88
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if (exists($self->{'limit'}) and |
|
157
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|
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$self->{'total_distinct_count'} > 2 * $self->{'limit'}) |
|
158
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1
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3
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{ $self->_reduce_to_limit } |
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159
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} |
|
160
|
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161
|
|
|
|
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|
|
sub process_text { |
|
162
|
4
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|
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4
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1
|
15
|
my $self = shift; |
|
163
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4
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12
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$self->_process_text(0, @_); |
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164
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4
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50
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14
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if (exists($self->{'limit'})) { $self->_reduce_to_limit } |
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0
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0
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165
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} |
|
166
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167
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|
|
sub _process_text { |
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168
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18
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18
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29
|
my $self = shift; |
|
169
|
18
|
|
|
|
|
26
|
my $cont = shift; # the minimal number of chars left for |
|
170
|
|
|
|
|
|
|
# continuation (the new-line problem, and the |
|
171
|
|
|
|
|
|
|
# problem with too long lines) |
|
172
|
|
|
|
|
|
|
# The remainder of unprocessed string is |
|
173
|
|
|
|
|
|
|
# returned. |
|
174
|
18
|
50
|
|
|
|
43
|
if ($cont < 0) { $cont = 0 } |
|
|
0
|
|
|
|
|
0
|
|
|
175
|
|
|
|
|
|
|
|
|
176
|
18
|
50
|
100
|
|
|
114
|
if ( # type is byte |
|
|
|
|
66
|
|
|
|
|
|
|
|
|
66
|
|
|
|
|
|
177
|
|
|
|
|
|
|
$self->{skiprex} eq '' and |
|
178
|
|
|
|
|
|
|
$self->{tokenrex} eq '' and |
|
179
|
|
|
|
|
|
|
$self->{processtoken} eq '' and |
|
180
|
|
|
|
|
|
|
$cont == 0 |
|
181
|
|
|
|
|
|
|
) |
|
182
|
6
|
|
|
|
|
20
|
{ return $self->_process_text_byte(@_) } |
|
183
|
|
|
|
|
|
|
|
|
184
|
12
|
|
|
|
|
22
|
my (@tokens); |
|
185
|
|
|
|
|
|
|
my $text; |
|
186
|
12
|
|
|
|
|
28
|
while (@_) { |
|
187
|
12
|
|
|
|
|
26
|
$text .= shift @_; |
|
188
|
12
|
|
|
|
|
28
|
while (length($text) > 0) { |
|
189
|
86
|
|
|
|
|
97
|
my $textl = $text; |
|
190
|
86
|
|
|
|
|
92
|
my $skip = ''; |
|
191
|
86
|
100
|
100
|
|
|
397
|
if ($self->{skiprex} ne '' && $textl =~ /^$self->{skiprex}/) |
|
192
|
54
|
|
|
|
|
102
|
{ $skip = $&; $textl = $'; } |
|
|
54
|
|
|
|
|
68
|
|
|
193
|
86
|
100
|
|
|
|
161
|
if (defined($self->{skipinsert})) { |
|
194
|
56
|
|
|
|
|
70
|
$skip = $self->{skipinsert}; |
|
195
|
56
|
|
|
|
|
77
|
$text = $skip.$textl; |
|
196
|
|
|
|
|
|
|
} |
|
197
|
86
|
100
|
|
|
|
127
|
if (length($textl) < $cont) { last } |
|
|
4
|
|
|
|
|
13
|
|
|
198
|
82
|
100
|
|
|
|
117
|
if (length($textl)==0) { $text=$textl; last; } |
|
|
5
|
|
|
|
|
7
|
|
|
|
5
|
|
|
|
|
12
|
|
|
199
|
|
|
|
|
|
|
|
|
200
|
77
|
|
|
|
|
80
|
local $_; |
|
201
|
77
|
50
|
|
|
|
118
|
if ($self->{tokenrex} ne '') { |
|
202
|
77
|
50
|
|
|
|
455
|
if ($textl =~ /^$self->{tokenrex}/) |
|
203
|
77
|
|
|
|
|
137
|
{ $_ = $&; $textl = $'; } |
|
|
77
|
|
|
|
|
124
|
|
|
204
|
|
|
|
|
|
|
} |
|
205
|
|
|
|
|
|
|
else |
|
206
|
0
|
|
|
|
|
0
|
{ $_ = substr($textl, 0, 1); $textl = substr($textl, 1) } |
|
|
0
|
|
|
|
|
0
|
|
|
207
|
77
|
50
|
|
|
|
127
|
last if $_ eq ''; |
|
208
|
|
|
|
|
|
|
|
|
209
|
77
|
100
|
|
|
|
107
|
if (length($textl) < $cont) { |
|
210
|
1
|
50
|
33
|
|
|
18
|
if (defined($self->{allow_iproc}) && $self->{allow_iproc} |
|
|
|
|
33
|
|
|
|
|
|
211
|
|
|
|
|
|
|
&& ref($self->{processtoken}) eq 'CODE') |
|
212
|
1
|
|
|
|
|
3
|
{ &{$self->{processtoken}} } |
|
|
1
|
|
|
|
|
4
|
|
|
213
|
1
|
|
|
|
|
4
|
$text = $skip.$_.$textl; |
|
214
|
1
|
|
|
|
|
5
|
last; |
|
215
|
|
|
|
|
|
|
} |
|
216
|
76
|
50
|
|
|
|
132
|
if (ref($self->{processtoken}) eq 'CODE') |
|
217
|
76
|
|
|
|
|
91
|
{ &{$self->{processtoken}} } |
|
|
76
|
|
|
|
|
101
|
|
|
218
|
76
|
|
|
|
|
120
|
push @tokens, $_; |
|
219
|
76
|
|
|
|
|
149
|
$text = $textl; |
|
220
|
|
|
|
|
|
|
} |
|
221
|
|
|
|
|
|
|
} |
|
222
|
12
|
|
|
|
|
54
|
$self->feed_tokens(@tokens); |
|
223
|
12
|
|
|
|
|
32
|
return $text; |
|
224
|
|
|
|
|
|
|
} |
|
225
|
|
|
|
|
|
|
|
|
226
|
|
|
|
|
|
|
sub _process_text_byte { |
|
227
|
6
|
|
|
6
|
|
9
|
my $self = shift; |
|
228
|
|
|
|
|
|
|
|
|
229
|
6
|
|
|
|
|
20
|
for (my $i=0; $i<=$#_; ++$i) { |
|
230
|
6
|
|
|
|
|
44
|
my @a = split('', $_[$i]); |
|
231
|
6
|
100
|
|
|
|
17
|
next if $#a==-1; |
|
232
|
4
|
|
|
|
|
18
|
$self->feed_tokens( @a ); |
|
233
|
|
|
|
|
|
|
} |
|
234
|
6
|
|
|
|
|
16
|
return ''; |
|
235
|
|
|
|
|
|
|
} |
|
236
|
|
|
|
|
|
|
|
|
237
|
|
|
|
|
|
|
sub process_files { |
|
238
|
7
|
|
|
7
|
1
|
36
|
my $self = shift; |
|
239
|
|
|
|
|
|
|
|
|
240
|
|
|
|
|
|
|
#MJ -> |
|
241
|
7
|
|
|
|
|
13
|
my $input_layer=''; |
|
242
|
7
|
50
|
|
|
|
46
|
if (defined($self->{inputlayer})) {$input_layer=$self->{inputlayer};} |
|
|
0
|
|
|
|
|
0
|
|
|
243
|
|
|
|
|
|
|
#MJ <- |
|
244
|
|
|
|
|
|
|
|
|
245
|
7
|
|
|
|
|
17
|
foreach my $f (@_) { |
|
246
|
7
|
|
|
|
|
9
|
my $f1; |
|
247
|
7
|
|
|
|
|
20
|
local *F; |
|
248
|
7
|
50
|
|
|
|
18
|
if (not ref($f)) |
|
249
|
7
|
50
|
|
|
|
258
|
{ open(F, "$f") or die "cannot open $f:$!"; $f1 = *F } |
|
|
7
|
|
|
|
|
42
|
|
|
250
|
0
|
|
|
|
|
0
|
else { $f1 = $f } |
|
251
|
7
|
|
|
|
|
27
|
binmode $f1; # avoid text mode |
|
252
|
|
|
|
|
|
|
|
|
253
|
|
|
|
|
|
|
#MJ -> |
|
254
|
|
|
|
|
|
|
#put the encoding layer on the input when requested |
|
255
|
7
|
50
|
|
|
|
25
|
if ($input_layer ne '') { |
|
256
|
0
|
|
|
|
|
0
|
binmode $f1, $input_layer; |
|
257
|
|
|
|
|
|
|
} |
|
258
|
|
|
|
|
|
|
#MJ <- |
|
259
|
|
|
|
|
|
|
|
|
260
|
7
|
|
|
|
|
19
|
my ($text, $text_l, $cont) = ('', 0, 1); |
|
261
|
7
|
100
|
100
|
|
|
47
|
if ( # type is byte |
|
|
|
|
66
|
|
|
|
|
|
262
|
|
|
|
|
|
|
$self->{skiprex} eq '' and |
|
263
|
|
|
|
|
|
|
$self->{tokenrex} eq '' and |
|
264
|
|
|
|
|
|
|
$self->{processtoken} eq '' |
|
265
|
|
|
|
|
|
|
) |
|
266
|
2
|
|
|
|
|
7
|
{ $cont = 0 } |
|
267
|
|
|
|
|
|
|
|
|
268
|
7
|
|
|
|
|
11
|
while (1) { |
|
269
|
14
|
|
|
|
|
21
|
$text_l = length($text); |
|
270
|
14
|
|
|
|
|
245
|
read($f1, $text, 1024, length($text)); |
|
271
|
14
|
100
|
|
|
|
51
|
last if length($text) <= $text_l; |
|
272
|
7
|
|
|
|
|
29
|
$text = $self->_process_text($cont, $text); |
|
273
|
|
|
|
|
|
|
} |
|
274
|
7
|
|
|
|
|
17
|
$text = $self->_process_text(0, $text); |
|
275
|
|
|
|
|
|
|
|
|
276
|
|
|
|
|
|
|
#MJ -> |
|
277
|
|
|
|
|
|
|
#remove the encoding layer from the input stream if it was added |
|
278
|
|
|
|
|
|
|
#Caution: here is what the Perl documentation says about the pseudo layer ":pop" |
|
279
|
|
|
|
|
|
|
#"Should be considered as experimental. (...) A more elegant (and safer) interface is needed." |
|
280
|
7
|
50
|
|
|
|
19
|
if ($input_layer ne '') { |
|
281
|
0
|
|
|
|
|
0
|
binmode $f1,":pop"; |
|
282
|
|
|
|
|
|
|
} |
|
283
|
|
|
|
|
|
|
#MJ <- |
|
284
|
|
|
|
|
|
|
|
|
285
|
7
|
50
|
|
|
|
120
|
close($f1) if not ref($f); |
|
286
|
7
|
100
|
|
|
|
62
|
if (exists($self->{'limit'})) { $self->_reduce_to_limit } |
|
|
1
|
|
|
|
|
3
|
|
|
287
|
|
|
|
|
|
|
} |
|
288
|
|
|
|
|
|
|
} |
|
289
|
|
|
|
|
|
|
|
|
290
|
|
|
|
|
|
|
sub _reduce_to_limit { |
|
291
|
2
|
|
|
2
|
|
2
|
my $self = shift; |
|
292
|
|
|
|
|
|
|
return unless exists($self->{'limit'}) and |
|
293
|
2
|
50
|
33
|
|
|
7
|
$self->{'limit'} > 0; |
|
294
|
|
|
|
|
|
|
|
|
295
|
2
|
|
|
|
|
8
|
while ($self->{'total_distinct_count'} > $self->{'limit'}) { |
|
296
|
1
|
|
|
|
|
1
|
my $nextprunefrequency = 0; |
|
297
|
1
|
|
|
|
|
2
|
for (my $prunefrequency=1;; $prunefrequency = $nextprunefrequency) { |
|
298
|
2
|
|
|
|
|
2
|
$nextprunefrequency = $self->{'total'}[1]; |
|
299
|
|
|
|
|
|
|
|
|
300
|
2
|
|
|
|
|
3
|
foreach my $n (1 .. $self->{'windowsize'}) { |
|
301
|
|
|
|
|
|
|
|
|
302
|
4
|
|
|
|
|
3
|
my @keys = keys(%{$self->{table}[$n]}); |
|
|
4
|
|
|
|
|
12
|
|
|
303
|
4
|
|
|
|
|
4
|
foreach my $ngram (@keys) { |
|
304
|
22
|
|
|
|
|
23
|
my $f = $self->{table}[$n]{$ngram}; |
|
305
|
22
|
100
|
|
|
|
30
|
if ($f <= $prunefrequency) { |
|
|
|
100
|
|
|
|
|
|
|
306
|
11
|
|
|
|
|
15
|
delete $self->{'table'}[$n]{$ngram}; |
|
307
|
11
|
|
|
|
|
10
|
$self->{'total'}[$n] -= $prunefrequency; |
|
308
|
11
|
|
|
|
|
27
|
$self->{'total_distinct_count'} -= 1; |
|
309
|
|
|
|
|
|
|
} |
|
310
|
|
|
|
|
|
|
elsif ($nextprunefrequency > $f) |
|
311
|
3
|
|
|
|
|
4
|
{ $nextprunefrequency = $f } |
|
312
|
|
|
|
|
|
|
} |
|
313
|
|
|
|
|
|
|
|
|
314
|
4
|
100
|
|
|
|
6
|
return if $self->{'total_distinct_count'} <= $self->{'limit'}; |
|
315
|
3
|
50
|
|
|
|
8
|
die if $nextprunefrequency <= $prunefrequency; |
|
316
|
|
|
|
|
|
|
} } } } |
|
317
|
|
|
|
|
|
|
|
|
318
|
|
|
|
|
|
|
# Sorts keys according to the lexicographic order. |
|
319
|
|
|
|
|
|
|
sub _keys_sorted { |
|
320
|
47
|
|
|
47
|
|
57
|
my $self = shift; |
|
321
|
47
|
|
|
|
|
55
|
my $n = shift; |
|
322
|
47
|
|
|
|
|
55
|
my @k = keys(%{$self->{table}[$n]}); |
|
|
47
|
|
|
|
|
174
|
|
|
323
|
47
|
|
|
|
|
67
|
my %k1 = (); |
|
324
|
47
|
|
|
|
|
67
|
foreach my $k (@k) { |
|
325
|
|
|
|
|
|
|
$k1{ |
|
326
|
479
|
|
|
|
|
732
|
join (' ', map { $self->{token}->[$_] } split(/ /, $k) ) |
|
|
999
|
|
|
|
|
1905
|
|
|
327
|
|
|
|
|
|
|
} = $k; |
|
328
|
|
|
|
|
|
|
} |
|
329
|
47
|
|
|
|
|
81
|
@k = (); |
|
330
|
47
|
|
|
|
|
230
|
foreach my $k (sort(keys(%k1))) { |
|
331
|
479
|
|
|
|
|
623
|
push @k, $k1{$k}; |
|
332
|
|
|
|
|
|
|
} |
|
333
|
47
|
|
|
|
|
196
|
return @k; |
|
334
|
|
|
|
|
|
|
} |
|
335
|
|
|
|
|
|
|
|
|
336
|
|
|
|
|
|
|
sub get_ngrams { |
|
337
|
27
|
|
|
27
|
1
|
45
|
my $self = shift; |
|
338
|
27
|
|
|
|
|
64
|
my (%params) = @_; |
|
339
|
27
|
100
|
|
|
|
67
|
my $n = exists($params{'n'})? $params{'n'} : $self->{windowsize}; |
|
340
|
27
|
100
|
|
|
|
56
|
my $onlyfirst = exists($params{'onlyfirst'}) ? $params{'onlyfirst'} : ''; |
|
341
|
27
|
50
|
|
|
|
50
|
my $opt_normalize = exists($params{'normalize'}) ?$params{'normalize'} : ''; |
|
342
|
|
|
|
|
|
|
|
|
343
|
27
|
|
|
|
|
43
|
my $total = $self->{total}[$n]; my @keys = (); |
|
|
27
|
|
|
|
|
38
|
|
|
344
|
27
|
100
|
100
|
|
|
114
|
if (!exists($params{'orderby'}) or $params{'orderby'} eq 'ngram') { |
|
|
|
50
|
|
|
|
|
|
|
|
|
50
|
|
|
|
|
|
|
345
|
20
|
|
|
|
|
41
|
@keys = $self->_keys_sorted($n); |
|
346
|
|
|
|
|
|
|
} elsif ($params{'orderby'} eq 'none') { |
|
347
|
0
|
0
|
|
|
|
0
|
die "onlyfirst requires order" if $onlyfirst; |
|
348
|
0
|
|
|
|
|
0
|
@keys = keys(%{$self->{table}[$n]}) |
|
|
0
|
|
|
|
|
0
|
|
|
349
|
|
|
|
|
|
|
} |
|
350
|
|
|
|
|
|
|
elsif ($params{'orderby'} eq 'frequency') { |
|
351
|
7
|
|
|
|
|
17
|
@keys = $self->_keys_sorted($n); |
|
352
|
7
|
|
|
|
|
11
|
my %keysord = (); |
|
353
|
7
|
|
|
|
|
19
|
for (my $i=0; $i<=$#keys; ++$i) { $keysord{$keys[$i]} = $i } |
|
|
55
|
|
|
|
|
91
|
|
|
354
|
|
|
|
|
|
|
@keys = sort { $self->{table}[$n]{$b} <=> $self->{table}[$n]{$a} |
|
355
|
151
|
50
|
|
|
|
250
|
or $keysord{$a} <=> $keysord{$b} } |
|
356
|
7
|
|
|
|
|
9
|
keys(%{$self->{table}[$n]}); |
|
|
7
|
|
|
|
|
27
|
|
|
357
|
|
|
|
|
|
|
} |
|
358
|
0
|
|
|
|
|
0
|
else { die } |
|
359
|
|
|
|
|
|
|
|
|
360
|
27
|
100
|
|
|
|
60
|
@keys = splice(@keys,0,$onlyfirst) if $onlyfirst; |
|
361
|
|
|
|
|
|
|
|
|
362
|
27
|
|
|
|
|
31
|
my @ret; |
|
363
|
27
|
|
|
|
|
43
|
foreach my $ngram (@keys) { |
|
364
|
262
|
|
|
|
|
338
|
my $count = $self->{table}[$n]{$ngram}; |
|
365
|
262
|
50
|
|
|
|
309
|
$count = ($opt_normalize ? ($count / $total ) : $count); |
|
366
|
262
|
|
|
|
|
348
|
push @ret, $self->_encode_S($ngram), $count; |
|
367
|
|
|
|
|
|
|
} |
|
368
|
|
|
|
|
|
|
|
|
369
|
27
|
|
|
|
|
133
|
return @ret; |
|
370
|
|
|
|
|
|
|
} |
|
371
|
|
|
|
|
|
|
|
|
372
|
|
|
|
|
|
|
sub to_string { |
|
373
|
11
|
|
|
11
|
1
|
67
|
my $self = shift; |
|
374
|
11
|
|
|
|
|
43
|
my (%params) = @_; |
|
375
|
11
|
50
|
|
|
|
41
|
my $n = exists($params{'n'})? $params{'n'} : $self->{windowsize}; |
|
376
|
11
|
100
|
|
|
|
33
|
my $onlyfirst = exists($params{'onlyfirst'}) ? $params{'onlyfirst'} : ''; |
|
377
|
11
|
50
|
|
|
|
30
|
my $opt_normalize = exists($params{'normalize'}) ?$params{'normalize'} : ''; |
|
378
|
|
|
|
|
|
|
|
|
379
|
|
|
|
|
|
|
#my $onlyfirst = exists($params{'onlyfirst'}) ? |
|
380
|
|
|
|
|
|
|
#$params{'onlyfirst'} : ''; |
|
381
|
|
|
|
|
|
|
#delete $params{'onlyfirst'}; |
|
382
|
|
|
|
|
|
|
|
|
383
|
11
|
100
|
|
|
|
28
|
my $out = exists($params{'out'}) ? $params{'out'} : ''; |
|
384
|
11
|
|
|
|
|
19
|
delete $params{'out'}; |
|
385
|
11
|
|
|
|
|
16
|
my $outh = $out; |
|
386
|
11
|
100
|
66
|
|
|
33
|
if ($out and (not ref($out))) { |
|
387
|
1
|
50
|
|
|
|
2
|
local *FH; open(FH, ">$out") or die "cannot open $out:$!"; |
|
|
1
|
|
|
|
|
61
|
|
|
388
|
1
|
|
|
|
|
6
|
$outh = *FH; |
|
389
|
|
|
|
|
|
|
} |
|
390
|
|
|
|
|
|
|
|
|
391
|
|
|
|
|
|
|
#my $opt_normalize = $params{'normalize'}; |
|
392
|
|
|
|
|
|
|
#delete $params{'normalize'}; |
|
393
|
|
|
|
|
|
|
|
|
394
|
11
|
|
|
|
|
24
|
my $spartan = $params{'spartan'}; |
|
395
|
11
|
|
|
|
|
16
|
delete $params{'spartan'}; |
|
396
|
|
|
|
|
|
|
|
|
397
|
11
|
|
|
|
|
94
|
my $ret=''; |
|
398
|
11
|
100
|
|
|
|
50
|
$ret = "BEGIN OUTPUT BY Text::Ngrams version $VERSION\n\n" unless $spartan; |
|
399
|
|
|
|
|
|
|
|
|
400
|
11
|
|
|
|
|
37
|
foreach my $n (1 .. $self->{windowsize}) { |
|
401
|
30
|
100
|
100
|
|
|
76
|
if ($spartan and $n < $self->{windowsize}) { next } |
|
|
4
|
|
|
|
|
5
|
|
|
402
|
26
|
100
|
|
|
|
43
|
if (! $spartan ) { |
|
403
|
25
|
|
|
|
|
70
|
my $tmp = "$n-GRAMS (total count: $self->{total}[$n])"; |
|
404
|
|
|
|
|
|
|
$ret .= "$tmp\n" . |
|
405
|
|
|
|
|
|
|
"FIRST N-GRAM: ". $self->_encode_S($self->{firstngram}[$n]). |
|
406
|
25
|
|
|
|
|
80
|
"\n LAST N-GRAM: ".$self->_encode_S($self->{lastngram}[$n])."\n". |
|
407
|
|
|
|
|
|
|
('-' x length($tmp)) . "\n"; |
|
408
|
|
|
|
|
|
|
} |
|
409
|
26
|
|
|
|
|
50
|
my $total = $self->{total}[$n]; |
|
410
|
|
|
|
|
|
|
|
|
411
|
26
|
|
|
|
|
32
|
my @keys; |
|
412
|
26
|
100
|
100
|
|
|
112
|
if (!exists($params{'orderby'}) or $params{'orderby'} eq 'ngram') |
|
|
|
50
|
|
|
|
|
|
|
|
|
50
|
|
|
|
|
|
|
413
|
20
|
|
|
|
|
57
|
{ @keys = $self->_keys_sorted($n) } |
|
414
|
|
|
|
|
|
|
elsif ($params{'orderby'} eq 'none') { |
|
415
|
0
|
0
|
|
|
|
0
|
die "onlyfirst requires order" if $onlyfirst; |
|
416
|
0
|
|
|
|
|
0
|
@keys = keys(%{$self->{table}[$n]}) |
|
|
0
|
|
|
|
|
0
|
|
|
417
|
|
|
|
|
|
|
} |
|
418
|
|
|
|
|
|
|
elsif ($params{'orderby'} eq 'frequency') { |
|
419
|
|
|
|
|
|
|
@keys = sort { $self->{table}[$n]{$b} <=> |
|
420
|
27
|
|
|
|
|
47
|
$self->{table}[$n]{$a} } |
|
421
|
6
|
|
|
|
|
8
|
keys(%{$self->{table}[$n]}); |
|
|
6
|
|
|
|
|
25
|
|
|
422
|
|
|
|
|
|
|
} |
|
423
|
0
|
|
|
|
|
0
|
else { die } |
|
424
|
|
|
|
|
|
|
|
|
425
|
26
|
100
|
|
|
|
59
|
@keys = splice(@keys,0,$onlyfirst) if $onlyfirst; |
|
426
|
|
|
|
|
|
|
|
|
427
|
26
|
|
|
|
|
65
|
my %params1=%params; $params1{n}=$n; |
|
|
26
|
|
|
|
|
45
|
|
|
428
|
26
|
|
|
|
|
68
|
my @a = $self->get_ngrams(%params1); |
|
429
|
26
|
|
|
|
|
71
|
for (my $i=0; $i<=$#a; $i+=2) { |
|
430
|
229
|
|
|
|
|
253
|
my $ng = $a[$i]; my $f = $a[$i+1]; |
|
|
229
|
|
|
|
|
244
|
|
|
431
|
229
|
|
|
|
|
441
|
$ret.="$ng\t$f\n"; |
|
432
|
|
|
|
|
|
|
} |
|
433
|
26
|
100
|
|
|
|
53
|
if ($out) { print $outh $ret; $ret = '' } |
|
|
1
|
|
|
|
|
3
|
|
|
|
1
|
|
|
|
|
2
|
|
|
434
|
|
|
|
|
|
|
|
|
435
|
26
|
100
|
|
|
|
88
|
$ret .= "\n" unless $spartan; |
|
436
|
|
|
|
|
|
|
} |
|
437
|
|
|
|
|
|
|
|
|
438
|
11
|
100
|
|
|
|
36
|
$ret .= "END OUTPUT BY Text::Ngrams\n" unless $spartan; |
|
439
|
|
|
|
|
|
|
|
|
440
|
11
|
100
|
|
|
|
26
|
if ($out) { |
|
441
|
1
|
|
|
|
|
36
|
print $outh $ret; $ret = ''; |
|
|
1
|
|
|
|
|
4
|
|
|
442
|
1
|
50
|
|
|
|
13
|
close($outh) if not ref($out); |
|
443
|
|
|
|
|
|
|
} |
|
444
|
|
|
|
|
|
|
|
|
445
|
11
|
|
|
|
|
55
|
return $ret; |
|
446
|
|
|
|
|
|
|
} |
|
447
|
|
|
|
|
|
|
|
|
448
|
|
|
|
|
|
|
# http://web.cs.dal.ca/~vlado/srcperl/snip/decode_S |
|
449
|
|
|
|
|
|
|
sub decode_S ( $ ) { |
|
450
|
2
|
|
|
2
|
1
|
7
|
local $_ = shift; |
|
451
|
2
|
|
|
|
|
4
|
my $out; |
|
452
|
|
|
|
|
|
|
|
|
453
|
2
|
|
|
|
|
10
|
while (length($_) > 0) { |
|
454
|
10
|
100
|
|
|
|
59
|
if (/^\\(\S)/) { |
|
|
|
50
|
|
|
|
|
|
|
|
|
100
|
|
|
|
|
|
|
|
|
50
|
|
|
|
|
|
|
|
|
50
|
|
|
|
|
|
|
|
|
50
|
|
|
|
|
|
|
455
|
4
|
|
|
|
|
28
|
$_ = $'; my $tmp = $1; |
|
|
4
|
|
|
|
|
15
|
|
|
456
|
4
|
|
|
|
|
7
|
$tmp =~ tr/0-5Aabtnvfroil6-9NSTcEseFGRUd/\x00-\x1F\x7F/; |
|
457
|
4
|
|
|
|
|
8
|
$out .= $tmp; |
|
458
|
|
|
|
|
|
|
} |
|
459
|
0
|
|
|
|
|
0
|
elsif (/^\^_/) { $_ = $'; $out .= "\240" } |
|
|
0
|
|
|
|
|
0
|
|
|
460
|
2
|
|
|
|
|
5
|
elsif (/^\^(\S)/) { $_ = $'; $out .= pack('C',ord($1)+128); } |
|
|
2
|
|
|
|
|
14
|
|
|
461
|
|
|
|
|
|
|
elsif (/^\`(\S)/) { |
|
462
|
0
|
|
|
|
|
0
|
$_ = $'; my $tmp = $1; |
|
|
0
|
|
|
|
|
0
|
|
|
463
|
0
|
|
|
|
|
0
|
$tmp =~ tr/0-5Aabtnvfroil6-9NSTcEseFGRUd/\x00-\x1F\x7F/; |
|
464
|
0
|
|
|
|
|
0
|
$out .= pack('C', ord($tmp)+128); |
|
465
|
|
|
|
|
|
|
} |
|
466
|
0
|
|
|
|
|
0
|
elsif (/^_+/) { $_ = $'; my $tmp = $&; $tmp =~ tr/_/ /; $out .= $tmp; } |
|
|
0
|
|
|
|
|
0
|
|
|
|
0
|
|
|
|
|
0
|
|
|
|
0
|
|
|
|
|
0
|
|
|
467
|
4
|
|
|
|
|
10
|
elsif (/^[^\\^\`\s_]+/) { $_ = $'; $out .= $&; } |
|
|
4
|
|
|
|
|
12
|
|
|
468
|
0
|
|
|
|
|
0
|
else { die "decode_S unexpected:$_" } |
|
469
|
|
|
|
|
|
|
} |
|
470
|
|
|
|
|
|
|
|
|
471
|
2
|
|
|
|
|
9
|
return $out; |
|
472
|
|
|
|
|
|
|
} |
|
473
|
|
|
|
|
|
|
|
|
474
|
|
|
|
|
|
|
sub _encode_S { |
|
475
|
312
|
|
|
312
|
|
328
|
my $self = shift; |
|
476
|
312
|
|
|
|
|
323
|
my @r = (); |
|
477
|
312
|
|
|
|
|
441
|
while (@_) { |
|
478
|
|
|
|
|
|
|
push @r, |
|
479
|
312
|
|
|
|
|
505
|
map { $self->{token_S}->[$_] } split(/ /, shift @_); |
|
|
648
|
|
|
|
|
1517
|
|
|
480
|
|
|
|
|
|
|
} |
|
481
|
312
|
|
|
|
|
773
|
return join(' ', @r); |
|
482
|
|
|
|
|
|
|
} |
|
483
|
|
|
|
|
|
|
|
|
484
|
|
|
|
|
|
|
# http://www.cs.dal.ca/~vlado/srcperl/snip/encode_S |
|
485
|
|
|
|
|
|
|
sub encode_S( $ ) { |
|
486
|
100
|
|
|
100
|
1
|
144
|
local $_ = shift; |
|
487
|
|
|
|
|
|
|
|
|
488
|
100
|
|
|
|
|
141
|
s/=/=0/g; # first hide a special character (=) |
|
489
|
100
|
|
|
|
|
407
|
s/\\/=b/g; # encode backslashes |
|
490
|
|
|
|
|
|
|
|
|
491
|
100
|
|
|
|
|
161
|
s/([\x80-\xFF])/=x$1/g; # replace >127 with 127 |
|
492
|
100
|
|
|
|
|
134
|
tr/\x80-\xFF/\x00-\x7F/; |
|
493
|
100
|
|
|
|
|
118
|
s/=x=/=X/g; # hide again = |
|
494
|
|
|
|
|
|
|
|
|
495
|
100
|
|
|
|
|
148
|
s/([\x00-\x1F\x5C\x5E-\x60\x7F])/=B$1/g; |
|
496
|
100
|
|
|
|
|
107
|
tr/\x20\x00-\x1F\x7F/_0-5Aabtnvfroil6-9NSTcEseFGRUd/; |
|
497
|
|
|
|
|
|
|
|
|
498
|
100
|
|
|
|
|
110
|
s/=x=B(\S)/`$1/g; # hex backslash |
|
499
|
100
|
|
|
|
|
119
|
s/=x(\S)/^$1/g; # hex other |
|
500
|
100
|
|
|
|
|
126
|
s/=B(\S)/\\$1/g; # backslashed |
|
501
|
100
|
|
|
|
|
104
|
s/=b/\\\\/g; # original backslashes |
|
502
|
100
|
|
|
|
|
137
|
s/=X/^=0/g; |
|
503
|
100
|
|
|
|
|
97
|
s/=0/=/g; # put back = |
|
504
|
|
|
|
|
|
|
|
|
505
|
100
|
|
|
|
|
206
|
return $_; |
|
506
|
|
|
|
|
|
|
} |
|
507
|
|
|
|
|
|
|
|
|
508
|
|
|
|
|
|
|
1; |
|
509
|
|
|
|
|
|
|
__END__ |