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package Lingua::Identifier::ForwardProp; |
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$Lingua::Identifier::ForwardProp::VERSION = '0.01'; |
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2
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2
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34
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use 5.006; |
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2
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7
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2
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81
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4
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2
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2
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14
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use strict; |
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4
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2
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75
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5
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6
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2
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2
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12
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use Math::Matrix::MaybeGSL; |
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3
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2
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461
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7
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8
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sub sigmoid { |
9
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2
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2
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0
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8
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my $matrix = shift; |
10
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2
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1182
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30
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return $matrix->each( sub { 1 / ( 1 + exp( - shift)) } ); |
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1182
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14225
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11
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} |
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13
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sub forward_prop { |
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1
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1
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0
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2
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my ($x, $Thetas) = @_; |
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16
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1
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4
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my $a = []; |
17
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1
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3
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$a->[0] = $x; |
18
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19
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1
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7
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for my $i (1 .. scalar(@$Thetas)) { |
20
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2
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133
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my $m = Matrix->new(1,1); |
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2
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119
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$m->assign(1,1,1); |
22
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2
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63
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my $z = $Thetas->[$i-1] * $m->vconcat($a->[$i-1]); |
23
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2
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2550232
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$a->[$i] = sigmoid($z); |
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} |
25
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26
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1
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213
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return $a->[-1]; |
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} |
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29
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30
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=for Pod::Coverage sigmoid forward_prop |
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32
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=cut |
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34
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1; |
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36
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