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use strict; #-*-cperl-*- |
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use warnings; |
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=head1 NAME |
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Tree - A Direct Acyclic Graph, or tree, useful for Genetic Programming-Style stuff |
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=head1 SYNOPSIS |
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use Algorithm::Evolutionary::Individual::Tree; |
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#Hash with primitives, arity, and range for constants that multiply it |
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my $primitives = { sum => [2, -1, 1], |
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multiply => [2, -1, 1], |
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substract => [2, -1, 1], |
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divide => [2, -1, 1], |
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x => [0, -10, 10], |
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y => [0, -10, 10] }; |
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my $indi = new Algorithm::Evolutionary::Individual::Tree $primitives, 5 ; # Build random tree with knwo primitives |
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# and depth up to 5 |
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my $indi5 = $indi->clone(); #Creates a copy of the individual |
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print $indi3->asString(); #Prints the individual |
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print $indi3->asXML() #Prints it as XML. See L for more info on this |
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=head1 Base Class |
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L |
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=head1 DESCRIPTION |
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34
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Tree-like individual for genetic programming. Uses direct acyclic graphs |
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as representation for trees, which is very convenient. This class has |
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not been tested extensively, so it might not work. |
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38
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=cut |
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40
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package Algorithm::Evolutionary::Individual::Tree; |
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use Carp; |
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59
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43
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1
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use Exporter; |
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44
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45
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our ($VERSION) = ( '$Revision: 3.1 $ ' =~ / (\d+\.\d+)/ ); |
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47
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1
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1
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1403
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use Tree::DAG_Node; |
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30175
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49
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1
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72
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use Algorithm::Evolutionary::Individual::Base; |
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0
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0
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50
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51
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our @ISA = qw (Algorithm::Evolutionary::Individual::Base); |
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53
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=head1 METHODS |
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54
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55
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=head2 new( $primitives, $depth, $fitness ) |
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56
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57
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Creates a new tree using a primitives hashref, max depth, and a |
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58
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ref-to-fitness |
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59
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60
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=cut |
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61
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62
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sub new { |
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63
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my $class = shift; |
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64
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my $self = {_primitives => shift, |
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65
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_depth => shift, |
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66
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_fitness => undef }; |
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67
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my @keys = keys %{$self->{_primitives}}; |
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68
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$self->{_keys} = \@keys; |
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69
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bless $self, $class; |
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70
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$self->randomize(); |
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71
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return $self; |
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72
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} |
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73
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74
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=head2 set |
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75
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76
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Sets values of an individual; takes a hash as input |
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77
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78
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=cut |
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79
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80
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sub set { |
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81
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my $self = shift; |
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82
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my $hash = shift || croak "No params here"; |
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83
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for ( keys %{$hash} ) { |
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$self->{"_$_"} = $hash->{$_}; |
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} |
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86
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$self->{_tree} = undef; |
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$self->{_fitness} = undef; |
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} |
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89
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90
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=head2 randomize |
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92
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Assigns random values to the elements |
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93
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94
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=cut |
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96
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sub randomize { |
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my $self = shift; |
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$self->{_tree} = Tree::DAG_Node->new(); |
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my $name; |
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100
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do { |
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101
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$name = $self->{'_keys'}[rand( @{$self->{'_keys'}} - 1 )]; |
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102
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} until $self->{'_primitives'}{$name}[0] > 1; #0 is arity |
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103
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#Compute random constant |
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104
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my $ct = $self->{'_primitives'}{$name}[1] |
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105
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+ rand( $self->{'_primitives'}{$name}[2] - $self->{'_primitives'}{$name}[1]); |
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106
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$self->{'_tree'}->name( $name ); #Root node |
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107
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$self->{'_tree'}->attributes( { constant => $ct} ); |
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108
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$self->growSubTree( $self->{'_tree'}, $self->{_depth} ); |
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109
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} |
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110
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111
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112
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=head2 fromString |
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113
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114
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Probably useless, in this case. To be evolved. |
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115
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116
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=cut |
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117
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118
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sub fromString { |
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119
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my $class = shift; |
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120
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my $str = shift; |
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121
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my $sep = shift || ","; |
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122
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my $self = { _array => split( $sep, $str ), |
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123
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_fitness => undef }; |
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124
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bless $self, $class; |
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125
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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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=head2 clone |
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130
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Similar to a copy ctor: creates a new individual from another one |
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131
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132
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=cut |
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133
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134
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sub clone { |
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135
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my $indi = shift || croak "Indi to clone missing "; |
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136
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my $self = { _fitness => undef, |
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137
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_depth => $indi->{_depth} }; |
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138
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%{$self->{_primitives}} = %{$indi->{_primitives}}; |
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139
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@{$self->{_keys}} = @{$indi->{_keys}}; |
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140
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$self->{_tree} = $indi->{_tree}->copy_tree(); |
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141
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bless $self, __PACKAGE__; |
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142
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return $self; |
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143
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} |
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145
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146
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=head2 asString |
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147
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148
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Prints it |
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149
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150
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=cut |
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151
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152
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sub asString { |
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153
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my $self = shift; |
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154
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#my $lol = $self->{_tree}->tree_to_lol(); |
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155
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# my $str = lolprint( @$lol ); |
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156
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# $str .= " -> "; |
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157
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# if ( defined $self->{_fitness} ) { |
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158
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# $str .=$self->{_fitness}; |
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159
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# } |
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160
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my $node = $self->{_tree}; |
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161
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my $str; |
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162
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$node->walk_down( { callback => \&nodePrint, |
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163
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callbackback => \&closeParens, |
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str => \$str, |
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165
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primitives => $self->{_primitives}} ); |
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166
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# print $self->{_tree}->tree_to_lol_notation(); |
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167
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return $str; |
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168
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} |
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169
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170
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=head2 nodePrint |
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172
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Prints a node |
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174
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=cut |
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176
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sub nodePrint { |
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my $node = shift; |
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my $options = shift; |
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my $strRef = $options->{str}; |
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180
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${$strRef} .= ($node->attributes()->{constant}?($node->attributes()->{constant}. "*"):""). $node->name(); |
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181
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if ( $options->{primitives}{$node->name()}[0] > 0 ) { #That's the arity |
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182
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${$strRef} .= "( "; |
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183
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} elsif ( $options->{primitives}{$node->name()}[0] == 0 ){ #Add comma |
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184
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if ($node->right_sister() ) { |
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185
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${$strRef} .= ", "; |
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186
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} |
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187
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} |
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188
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189
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} |
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190
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191
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=head2 closeParens |
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192
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193
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Internal subrutine: closes node parenthesis |
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194
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195
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=cut |
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196
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197
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sub closeParens { |
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198
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my $node = shift; |
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199
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my $options = shift; |
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200
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my $strRef = $options->{str}; |
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201
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if ( $options->{primitives}{$node->name()}[0] > 0 ) { #That's the arity |
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202
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${$strRef} .= " ) "; |
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203
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if ($node->right_sister() ) { |
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204
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${$strRef} .= ", "; |
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205
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} |
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206
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} |
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207
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208
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} |
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209
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210
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211
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=head2 Atom |
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212
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213
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Returns the tree, which is atomic by itself. Cannot be used as lvalue |
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215
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=cut |
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216
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217
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sub Atom { |
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218
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my $self = shift; |
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return $self->{'_tree'}; |
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220
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} |
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221
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222
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=head2 asXML |
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223
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224
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Prints it as XML. It prints the tree as String, which does not mean |
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you will be able to get it back from this form. It's done just for |
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compatibity, reading from this format will be available. In the future. |
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228
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=cut |
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229
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230
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sub asXML { |
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my $self = shift; |
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232
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my $str = $self->SUPER::asXML(); |
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233
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# my $str2 = ">\nasString()."]]> "; |
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234
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my $str2 = ">\n "; |
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$str =~ s/\/>/$str2/e ; |
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236
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return $str.$str2."\n"; |
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} |
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239
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240
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=head2 addAtom |
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241
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242
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Dummy sub |
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243
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244
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=cut |
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245
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246
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sub addAtom { |
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247
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my $self = shift; |
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248
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$self->{_tree} = Tree::DAG_Node->new(); |
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249
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$self->{'_tree'}->name( "dummy root node" ); #Root node |
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250
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$self->{'_tree'}->attributes( { constant => 0 } ); |
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251
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} |
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252
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253
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=head2 lolprint |
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254
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255
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Print the list of lists that composes the tree, using prefix notation |
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256
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257
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=cut |
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258
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259
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sub lolprint { |
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260
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my @ar = @_; |
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261
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my $str; |
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262
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if ( $#ar > 0 ) { |
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263
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$str = $ar[$#ar]."("; |
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264
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for ( @ar[0..$#ar-1] ) { |
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265
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if ( ref $_ eq 'ARRAY' ) { |
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266
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$str .= lolprint( @$_ ); |
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267
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} else { |
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268
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$str .= $_; |
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269
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} |
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270
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$str .= ", " if ($_ != $ar[$#ar-1]); |
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271
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} |
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272
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$str .= " )"; |
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273
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274
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} else { |
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275
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$str = $ar[0]; |
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276
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} |
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277
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|
return $str; |
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278
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} |
|
279
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280
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=head2 growSubTree |
|
281
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282
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|
Grows a random tree, with primitives as indicated, and a certain depth. Depth |
|
283
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|
defaults to 4 |
|
284
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|
285
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=cut |
|
286
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|
287
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|
sub growSubTree { |
|
288
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|
|
my $self = shift; |
|
289
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|
my $tree = shift; |
|
290
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|
|
my $depth = shift || 4; |
|
291
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|
return if $depth == 1; |
|
292
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|
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|
|
for ( my $i = 0; $i < $self->{_primitives}{$tree->name()}[0]; $i++ ) { |
|
293
|
|
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|
|
my $primitive; |
|
294
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|
|
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|
|
if ( $depth > 2 ) { |
|
295
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|
|
$primitive = $self->{_keys}[rand( @{$self->{_keys}} )]; |
|
296
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|
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|
} else { |
|
297
|
|
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|
|
do { |
|
298
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|
|
$primitive = $self->{_keys}[rand( @{$self->{_keys}} )]; |
|
299
|
|
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|
|
} until $self->{_primitives}{$primitive}[0] == 0; |
|
300
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|
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|
|
} |
|
301
|
|
|
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|
|
my $shiquiya = $tree->new_daughter(); |
|
302
|
|
|
|
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|
|
#Generate constant |
|
303
|
|
|
|
|
|
|
my $ct = $self->{_primitives}{$primitive}[1] |
|
304
|
|
|
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|
|
+ rand( $self->{_primitives}{$primitive}[2] - $self->{_primitives}{$primitive}[1]); |
|
305
|
|
|
|
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|
|
$shiquiya->name($primitive); |
|
306
|
|
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|
|
$shiquiya->attributes( { constant => $ct} ); |
|
307
|
|
|
|
|
|
|
$self->growSubTree( $shiquiya, $depth-1); |
|
308
|
|
|
|
|
|
|
} |
|
309
|
|
|
|
|
|
|
} |
|
310
|
|
|
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|
311
|
|
|
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|
|
=head2 size() |
|
312
|
|
|
|
|
|
|
|
|
313
|
|
|
|
|
|
|
Returns 1, since it's got only 1 Atom |
|
314
|
|
|
|
|
|
|
|
|
315
|
|
|
|
|
|
|
=cut |
|
316
|
|
|
|
|
|
|
|
|
317
|
|
|
|
|
|
|
sub size { |
|
318
|
|
|
|
|
|
|
my $self = shift; |
|
319
|
|
|
|
|
|
|
return 1; |
|
320
|
|
|
|
|
|
|
} |
|
321
|
|
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|
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|
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|
|
322
|
|
|
|
|
|
|
=head1 Copyright |
|
323
|
|
|
|
|
|
|
|
|
324
|
|
|
|
|
|
|
This file is released under the GPL. See the LICENSE file included in this distribution, |
|
325
|
|
|
|
|
|
|
or go to http://www.fsf.org/licenses/gpl.txt |
|
326
|
|
|
|
|
|
|
|
|
327
|
|
|
|
|
|
|
CVS Info: $Date: 2009/07/28 11:30:56 $ |
|
328
|
|
|
|
|
|
|
$Header: /media/Backup/Repos/opeal/opeal/Algorithm-Evolutionary/lib/Algorithm/Evolutionary/Individual/Tree.pm,v 3.1 2009/07/28 11:30:56 jmerelo Exp $ |
|
329
|
|
|
|
|
|
|
$Author: jmerelo $ |
|
330
|
|
|
|
|
|
|
$Revision: 3.1 $ |
|
331
|
|
|
|
|
|
|
$Name $ |
|
332
|
|
|
|
|
|
|
|
|
333
|
|
|
|
|
|
|
=cut |