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package Algorithm::PageRank; |
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$|++; |
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3
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2
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2
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57796
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use strict; |
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2
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4
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2
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61
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4
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2
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2
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9
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use warnings; |
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2
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3
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2
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82
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5
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our $VERSION = '0.08'; |
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6
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7
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2
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2
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1494
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use fields qw(graph prvect size); |
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2
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3371
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2
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13
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8
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9
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0
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0
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sub new { bless {}, shift } |
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10
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11
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2
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2
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183
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use List::Util; |
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2
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4
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2
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180
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12
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2
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2
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5090
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use PDL; |
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0
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0
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13
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#use Data::Dumper; |
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14
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#use PDL::IO::Dumper; |
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15
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16
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#*STDERR = \*STDOUT; |
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17
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18
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our $d_factor = 0.05; # dampening factor |
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19
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20
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sub graph { |
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21
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my $self = shift; |
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22
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my $graph = shift; |
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23
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24
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die "Odd number of node numbers is not valid\n" if scalar(@$graph)%2; |
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25
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26
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my $size = List::Util::max(@$graph)+1; |
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27
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$self->{size} = $size; |
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28
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29
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$self->{graph} = zeroes($size, $size); |
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30
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for (my $i = 0 ; $i<@$graph ; $i+=2){ |
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31
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$self->{graph}->index2d( |
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32
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$graph->[$i], |
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33
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$graph->[$i+1], |
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34
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) .= 1; |
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35
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} |
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36
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37
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foreach my $i (0..$self->{size}-1){ |
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38
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my $outdeg_sum = sum $self->{graph}->slice(join q/:/, $i, $i); |
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39
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if($outdeg_sum){ |
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40
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$self->{graph}->slice(join q/:/, $i, $i) /= |
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41
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$outdeg_sum; |
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42
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} |
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43
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} |
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44
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45
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$self->{graph} = transpose $self->{graph}; |
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46
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$self->{prvect} = ones($size) / $size; # the initial pagerank |
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47
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# print $self->{graph}->slice(":"); |
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48
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# print sdump $self; |
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49
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# print $self->{prvect}->slice(":"); |
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50
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} |
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51
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52
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sub iterate { |
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53
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my $self = shift; |
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54
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my $iter = shift || 100; |
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55
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my $normal_factor = $d_factor/$self->{size}; |
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56
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my $inv_d_factor = 1 - $d_factor; |
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57
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# print $self->{prvect}->slice(":"); |
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58
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# print $self->{graph}->slice(":"); |
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59
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foreach (1..$iter){ |
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60
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$self->{prvect} = |
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61
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$inv_d_factor * $self->{prvect} x $self->{graph} + $normal_factor * $self->{prvect}; |
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62
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# print $self->{prvect}->slice(":"); |
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63
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# print sdump (($d_factor/$self->{size}) * $self->{prvect}); |
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64
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} |
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65
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} |
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66
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67
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68
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sub result { |
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69
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my $self = shift; |
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70
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$self->{prvect}; |
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71
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} |
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72
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73
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1; |
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74
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__END__ |