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package Set::Similarity::CosinePP; |
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1592
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use strict; |
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89
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15
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use warnings; |
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93
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1363
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use parent 'Set::Similarity'; |
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1
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618
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1
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8
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7
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8
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our $VERSION = '0.014'; |
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10
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sub from_sets { |
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21
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21
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30582
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my ($self, $set1, $set2) = @_; |
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21
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89
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my $cosine = $self->_cosine( |
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$self->_normalize($self->_make_vector( $set1 )), |
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$self->_normalize($self->_make_vector( $set2 )) |
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); |
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333
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return $cosine; |
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} |
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sub _make_vector { |
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96
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my ( $self, $tokens ) = @_; |
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42
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73
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my %elements; |
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42
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242
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do { $_++ } for @elements{@$tokens}; |
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122
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291
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196
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return \%elements; |
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} |
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# Assumes both incoming vectors are normalized |
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74
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sub _cosine { shift->_dot( @_ ) } |
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29
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sub _norm { |
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77
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my $self = shift; |
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76
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my $vector = shift; |
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76
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my $sum = 0; |
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222
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for my $key (keys %$vector) { |
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122
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349
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$sum += $vector->{$key} ** 2; |
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} |
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42
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return sqrt $sum; |
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} |
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sub _normalize { |
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89
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my $self = shift; |
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93
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my $vector = shift; |
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43
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117
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return $self->_div( |
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$vector, |
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$self->_norm($vector) |
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); |
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47
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} |
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49
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sub _dot { |
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21
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21
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my $self = shift; |
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21
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35
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my $vector1 = shift; |
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21
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32
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my $vector2 = shift; |
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54
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21
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37
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my $dotprod = 0; |
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56
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21
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110
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for my $key (keys %$vector1) { |
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57
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64
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100
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277
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$dotprod += $vector1->{$key} * $vector2->{$key} if ($vector2->{$key}); |
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} |
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21
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84
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return $dotprod; |
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60
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} |
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62
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63
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# divides each vector entry by a given divisor |
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64
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sub _div { |
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65
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42
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42
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96
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my $self = shift; |
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66
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42
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70
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my $vector = shift; |
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67
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42
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70
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my $divisor = shift; |
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68
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69
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42
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100
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my $vector2 = {}; |
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70
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42
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170
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for my $key (keys %$vector) { |
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71
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122
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479
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$vector2->{$key} = $vector->{$key} / $divisor; |
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72
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} |
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73
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42
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217
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return $vector2; |
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74
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} |
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75
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76
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77
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1; |
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80
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__END__ |