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| 1 | 36 |  |  | 36 |  | 1219 | use strict; #-*-cperl,hi-lock,auto-fill-*- | 
|  | 36 |  |  |  |  | 70 |  | 
|  | 36 |  |  |  |  | 1881 |  | 
| 2 | 36 |  |  | 36 |  | 420 | use warnings; | 
|  | 36 |  |  |  |  | 68 |  | 
|  | 36 |  |  |  |  | 1076 |  | 
| 3 |  |  |  |  |  |  |  | 
| 4 | 36 |  |  | 36 |  | 194 | use lib qw( ../../../../lib ); | 
|  | 36 |  |  |  |  | 81 |  | 
|  | 36 |  |  |  |  | 273 |  | 
| 5 |  |  |  |  |  |  |  | 
| 6 |  |  |  |  |  |  | =head1 NAME | 
| 7 |  |  |  |  |  |  |  | 
| 8 |  |  |  |  |  |  | Algorithm::Evolutionary::Individual::Base - Base class for chromosomes that knows how to build them, and has some helper methods. | 
| 9 |  |  |  |  |  |  |  | 
| 10 |  |  |  |  |  |  | =head1 SYNOPSIS | 
| 11 |  |  |  |  |  |  |  | 
| 12 |  |  |  |  |  |  | use  Algorithm::Evolutionary::Individual::Base; | 
| 13 |  |  |  |  |  |  | my $xmlStr="1010"; | 
| 14 |  |  |  |  |  |  | my $ref = XMLin($xmlStr); | 
| 15 |  |  |  |  |  |  |  | 
| 16 |  |  |  |  |  |  | my $binIndi2 = Algorithm::Evolutionary::Individual::Base->fromXML( $ref ); #From XML fragment | 
| 17 |  |  |  |  |  |  | print $binIndi2->asXML(); | 
| 18 |  |  |  |  |  |  |  | 
| 19 |  |  |  |  |  |  | my $indi = Algorithm::Evolutionary::Individual::Base->fromParam( $ref->{initial}{section}{indi}{param} ); #From parametric description | 
| 20 |  |  |  |  |  |  |  | 
| 21 |  |  |  |  |  |  | $binIndi2->Fitness( 3.5 ); #Sets or gets fitness | 
| 22 |  |  |  |  |  |  | print $binIndi2->Fitness(); | 
| 23 |  |  |  |  |  |  |  | 
| 24 |  |  |  |  |  |  | my $emptyIndi = new Algorithm::Evolutionary::Individual::Base; | 
| 25 |  |  |  |  |  |  |  | 
| 26 |  |  |  |  |  |  | =head1 DESCRIPTION | 
| 27 |  |  |  |  |  |  |  | 
| 28 |  |  |  |  |  |  | Base class for individuals, that is, "chromosomes" in evolutionary | 
| 29 |  |  |  |  |  |  | computation algorithms. However, chromosomes needn't be bitstrings, so | 
| 30 |  |  |  |  |  |  | the name is a bit misleading. This is, however, an "empty" base class, | 
| 31 |  |  |  |  |  |  | that acts as a boilerplate for deriving others. | 
| 32 |  |  |  |  |  |  |  | 
| 33 |  |  |  |  |  |  | =cut | 
| 34 |  |  |  |  |  |  |  | 
| 35 |  |  |  |  |  |  | package Algorithm::Evolutionary::Individual::Base; | 
| 36 |  |  |  |  |  |  |  | 
| 37 | 36 |  |  | 36 |  | 50161 | use Algorithm::Evolutionary::Utils qw(parse_xml); | 
|  | 0 |  |  |  |  |  |  | 
|  | 0 |  |  |  |  |  |  | 
| 38 |  |  |  |  |  |  | use YAML qw(Dump Load LoadFile); | 
| 39 |  |  |  |  |  |  | use Carp; | 
| 40 |  |  |  |  |  |  |  | 
| 41 |  |  |  |  |  |  | our $VERSION =   sprintf "%d.%03d", q$Revision: 3.2 $ =~ /(\d+)\.(\d+)/g; | 
| 42 |  |  |  |  |  |  |  | 
| 43 |  |  |  |  |  |  | use constant MY_OPERATORS => qw(None); | 
| 44 |  |  |  |  |  |  |  | 
| 45 |  |  |  |  |  |  | =head1 METHODS | 
| 46 |  |  |  |  |  |  |  | 
| 47 |  |  |  |  |  |  |  | 
| 48 |  |  |  |  |  |  | =head2 AUTOLOAD | 
| 49 |  |  |  |  |  |  |  | 
| 50 |  |  |  |  |  |  | Creates methods for instance variables automatically | 
| 51 |  |  |  |  |  |  |  | 
| 52 |  |  |  |  |  |  | =cut | 
| 53 |  |  |  |  |  |  |  | 
| 54 |  |  |  |  |  |  | sub AUTOLOAD { | 
| 55 |  |  |  |  |  |  | my $self = shift; | 
| 56 |  |  |  |  |  |  | my $attr = our $AUTOLOAD; | 
| 57 |  |  |  |  |  |  | $attr =~ s/.*:://; | 
| 58 |  |  |  |  |  |  | return unless $attr =~ /[^A-Z]/;  # skip DESTROY and all-cap methods | 
| 59 |  |  |  |  |  |  | my $instance_variable = "_$attr"; | 
| 60 |  |  |  |  |  |  | $self->{$instance_variable} = shift if @_; | 
| 61 |  |  |  |  |  |  | return $self->{$instance_variable}; | 
| 62 |  |  |  |  |  |  | } | 
| 63 |  |  |  |  |  |  |  | 
| 64 |  |  |  |  |  |  | =head2 new( $options ) | 
| 65 |  |  |  |  |  |  |  | 
| 66 |  |  |  |  |  |  | Creates a new Base individual of the required class, with a fitness, and sets fitnes to undef. | 
| 67 |  |  |  |  |  |  | Takes as params a hash to the options of the individual, that will be passed | 
| 68 |  |  |  |  |  |  | on to the object of the class when it iss initialized. | 
| 69 |  |  |  |  |  |  |  | 
| 70 |  |  |  |  |  |  | =cut | 
| 71 |  |  |  |  |  |  |  | 
| 72 |  |  |  |  |  |  | sub new { | 
| 73 |  |  |  |  |  |  | my $class = shift; | 
| 74 |  |  |  |  |  |  | if ( $class !~ /Algorithm::Evolutionary/ ) { | 
| 75 |  |  |  |  |  |  | $class = "Algorithm::Evolutionary::Individual::$class"; | 
| 76 |  |  |  |  |  |  | } | 
| 77 |  |  |  |  |  |  | my $options = shift; | 
| 78 |  |  |  |  |  |  | my $self = { _fitness => undef }; # Avoid error | 
| 79 |  |  |  |  |  |  | bless $self, $class; # And bless it | 
| 80 |  |  |  |  |  |  |  | 
| 81 |  |  |  |  |  |  | #If the class is not loaded, we load it. The | 
| 82 |  |  |  |  |  |  | if ( !$INC{"$class\.pm"} ) { | 
| 83 |  |  |  |  |  |  | eval "require $class" || croak "Can't find $class Module"; | 
| 84 |  |  |  |  |  |  | } | 
| 85 |  |  |  |  |  |  | if ( $options ) { | 
| 86 |  |  |  |  |  |  | $self->set( $options ); | 
| 87 |  |  |  |  |  |  | } | 
| 88 |  |  |  |  |  |  |  | 
| 89 |  |  |  |  |  |  | return $self; | 
| 90 |  |  |  |  |  |  | } | 
| 91 |  |  |  |  |  |  |  | 
| 92 |  |  |  |  |  |  | =head2 create( $ref_to_hash ) | 
| 93 |  |  |  |  |  |  |  | 
| 94 |  |  |  |  |  |  | Creates a new individual, but uses a different interface: takes a | 
| 95 |  |  |  |  |  |  | ref-to-hash, with named parameters, which gives it a common interface | 
| 96 |  |  |  |  |  |  | to all the hierarchy. The main difference with respect to new is that | 
| 97 |  |  |  |  |  |  | after creation, it is initialized with random values. | 
| 98 |  |  |  |  |  |  |  | 
| 99 |  |  |  |  |  |  | =cut | 
| 100 |  |  |  |  |  |  |  | 
| 101 |  |  |  |  |  |  | sub create { | 
| 102 |  |  |  |  |  |  | my $class = shift; | 
| 103 |  |  |  |  |  |  | my $ref = shift ||  croak "Can't find the parameters hash"; | 
| 104 |  |  |  |  |  |  | my $self = Algorithm::Evolutionary::Individual::Base::new( $class, $ref ); | 
| 105 |  |  |  |  |  |  | $self->randomize(); | 
| 106 |  |  |  |  |  |  | return $self; | 
| 107 |  |  |  |  |  |  | } | 
| 108 |  |  |  |  |  |  |  | 
| 109 |  |  |  |  |  |  | =head2 set( $ref_to_hash ) | 
| 110 |  |  |  |  |  |  |  | 
| 111 |  |  |  |  |  |  | Sets values of an individual; takes a hash as input. Keys are prepended an | 
| 112 |  |  |  |  |  |  | underscore and turn into instance variables | 
| 113 |  |  |  |  |  |  |  | 
| 114 |  |  |  |  |  |  | =cut | 
| 115 |  |  |  |  |  |  |  | 
| 116 |  |  |  |  |  |  | sub set { | 
| 117 |  |  |  |  |  |  | my $self = shift; | 
| 118 |  |  |  |  |  |  | my $hash = shift || croak "No params here"; | 
| 119 |  |  |  |  |  |  | for ( keys %{$hash} ) { | 
| 120 |  |  |  |  |  |  | $self->{"_$_"} = $hash->{$_}; | 
| 121 |  |  |  |  |  |  | } | 
| 122 |  |  |  |  |  |  | } | 
| 123 |  |  |  |  |  |  |  | 
| 124 |  |  |  |  |  |  | =head2 fromXML( $xml_string ) | 
| 125 |  |  |  |  |  |  |  | 
| 126 |  |  |  |  |  |  | Takes a definition in the shape .... and turns it into a bitstring, | 
| 127 |  |  |  |  |  |  | if it knows how to do it. The definition must have been processed using XML::Simple. It forwards stuff it does | 
| 128 |  |  |  |  |  |  | not know about to the corresponding subclass, which should implement the C method. The class it refers | 
| 129 |  |  |  |  |  |  | about is Cd in runtime. | 
| 130 |  |  |  |  |  |  |  | 
| 131 |  |  |  |  |  |  | =cut | 
| 132 |  |  |  |  |  |  |  | 
| 133 |  |  |  |  |  |  | sub fromXML { | 
| 134 |  |  |  |  |  |  | my $class = shift; | 
| 135 |  |  |  |  |  |  | my $xml = shift || croak "XML fragment missing "; | 
| 136 |  |  |  |  |  |  | my $fragment; # Inner part of the XML | 
| 137 |  |  |  |  |  |  | if ( ref $xml eq ''  ) { #We are receiving a string, parse it | 
| 138 |  |  |  |  |  |  | $xml = parse_xml ($xml ); | 
| 139 |  |  |  |  |  |  | croak "Incorrect XML fragment" if !$xml->{'indi'}; # | 
| 140 |  |  |  |  |  |  | $fragment = $xml->{'indi'}; | 
| 141 |  |  |  |  |  |  | } elsif ( $xml->{'indi'} ) { # parsed externally, as in general.t | 
| 142 |  |  |  |  |  |  | $fragment = $xml->{'indi'}; | 
| 143 |  |  |  |  |  |  | } else { #parsed fragment | 
| 144 |  |  |  |  |  |  | $fragment = $xml; | 
| 145 |  |  |  |  |  |  | } | 
| 146 |  |  |  |  |  |  |  | 
| 147 |  |  |  |  |  |  | my $thisClassName = $fragment->{'-type'}; | 
| 148 |  |  |  |  |  |  | if ( $class eq  __PACKAGE__ ) { #Deduct class from the XML | 
| 149 |  |  |  |  |  |  | $class = $thisClassName || shift || croak "Class name missing"; | 
| 150 |  |  |  |  |  |  | } | 
| 151 |  |  |  |  |  |  |  | 
| 152 |  |  |  |  |  |  | #Calls new, adds preffix if it's not there | 
| 153 |  |  |  |  |  |  | my $self = Algorithm::Evolutionary::Individual::Base::new( $class ); | 
| 154 |  |  |  |  |  |  | ($self->Fitness( $fragment->{'fitness'} ) ) if defined $fragment->{'fitness'}; | 
| 155 |  |  |  |  |  |  |  | 
| 156 |  |  |  |  |  |  | $class = ref $self; | 
| 157 |  |  |  |  |  |  | eval "require $class"  || croak "Can't find $class\.pm Module"; | 
| 158 |  |  |  |  |  |  | no strict qw(refs); # To be able to check if a ref exists or not | 
| 159 |  |  |  |  |  |  |  | 
| 160 |  |  |  |  |  |  | for (@{$fragment->{'atom'}} ) { | 
| 161 |  |  |  |  |  |  | $self->addAtom($_); #roundabout way of adding the content of the stuff | 
| 162 |  |  |  |  |  |  | } | 
| 163 |  |  |  |  |  |  | return $self; | 
| 164 |  |  |  |  |  |  | } | 
| 165 |  |  |  |  |  |  |  | 
| 166 |  |  |  |  |  |  | =head2 fromParam( $xml_fragment ) | 
| 167 |  |  |  |  |  |  |  | 
| 168 |  |  |  |  |  |  | Takes an array of params that describe the individual, and builds it, with | 
| 169 |  |  |  |  |  |  | random initial values. | 
| 170 |  |  |  |  |  |  |  | 
| 171 |  |  |  |  |  |  | Params have this shape: | 
| 172 |  |  |  |  |  |  |  | 
| 173 |  |  |  |  |  |  |  | 
| 174 |  |  |  |  |  |  |  | 
| 175 |  |  |  |  |  |  |  | 
| 176 |  |  |  |  |  |  | The 'type' will show the class of the individuals that are going to | 
| 177 |  |  |  |  |  |  | be created, and the rest will be type-specific, and left to the particular | 
| 178 |  |  |  |  |  |  | object to interpret. | 
| 179 |  |  |  |  |  |  |  | 
| 180 |  |  |  |  |  |  | =cut | 
| 181 |  |  |  |  |  |  |  | 
| 182 |  |  |  |  |  |  | sub fromParam { | 
| 183 |  |  |  |  |  |  | my $class = shift; | 
| 184 |  |  |  |  |  |  | my $xml = shift || croak "XML fragment missing "; | 
| 185 |  |  |  |  |  |  | my $thisClass; | 
| 186 |  |  |  |  |  |  |  | 
| 187 |  |  |  |  |  |  | my %params; | 
| 188 |  |  |  |  |  |  | for ( @{$xml->{'param'}} ) { | 
| 189 |  |  |  |  |  |  | if ( $_->{'-name'} eq 'type' ) { | 
| 190 |  |  |  |  |  |  | $thisClass = $_->{'-value'} | 
| 191 |  |  |  |  |  |  | } else { | 
| 192 |  |  |  |  |  |  | $params{ $_->{'-name'} } = $_->{'-value'}; | 
| 193 |  |  |  |  |  |  | } | 
| 194 |  |  |  |  |  |  | } | 
| 195 |  |  |  |  |  |  | $thisClass = "Algorithm::Evolutionary::Individual::$thisClass" | 
| 196 |  |  |  |  |  |  | if $thisClass !~ /Algorithm::Evolutionary/; | 
| 197 |  |  |  |  |  |  |  | 
| 198 |  |  |  |  |  |  | eval "require $thisClass" || croak "Can't find $class\.pm Module"; | 
| 199 |  |  |  |  |  |  | my $self = $thisClass->new(); | 
| 200 |  |  |  |  |  |  | $self->set( \%params ); | 
| 201 |  |  |  |  |  |  | $self->randomize(); | 
| 202 |  |  |  |  |  |  | return $self; | 
| 203 |  |  |  |  |  |  | } | 
| 204 |  |  |  |  |  |  |  | 
| 205 |  |  |  |  |  |  | =head2 asXML() | 
| 206 |  |  |  |  |  |  |  | 
| 207 |  |  |  |  |  |  | Prints it as XML. The caller must close the tags. | 
| 208 |  |  |  |  |  |  |  | 
| 209 |  |  |  |  |  |  | =cut | 
| 210 |  |  |  |  |  |  |  | 
| 211 |  |  |  |  |  |  | sub asXML { | 
| 212 |  |  |  |  |  |  | my $self = shift; | 
| 213 |  |  |  |  |  |  | my ($opName) = ( ( ref $self) =~ /::(\w+)$/ ); | 
| 214 |  |  |  |  |  |  | my $str = " | 
| 215 |  |  |  |  |  |  | if ( defined $self->{_fitness} ) { | 
| 216 |  |  |  |  |  |  | $str.= "fitness='$self->{_fitness}'"; | 
| 217 |  |  |  |  |  |  | } | 
| 218 |  |  |  |  |  |  | $str.=" />\n\t"; | 
| 219 |  |  |  |  |  |  | return $str; | 
| 220 |  |  |  |  |  |  | } | 
| 221 |  |  |  |  |  |  |  | 
| 222 |  |  |  |  |  |  | =head2 as_yaml() | 
| 223 |  |  |  |  |  |  |  | 
| 224 |  |  |  |  |  |  | Prints it as YAML. | 
| 225 |  |  |  |  |  |  |  | 
| 226 |  |  |  |  |  |  | =cut | 
| 227 |  |  |  |  |  |  |  | 
| 228 |  |  |  |  |  |  | sub as_yaml { | 
| 229 |  |  |  |  |  |  | my $self = shift; | 
| 230 |  |  |  |  |  |  | return Dump($self); | 
| 231 |  |  |  |  |  |  | } | 
| 232 |  |  |  |  |  |  |  | 
| 233 |  |  |  |  |  |  | =head2 as_string() | 
| 234 |  |  |  |  |  |  |  | 
| 235 |  |  |  |  |  |  | Prints it as a string in the most meaningful representation possible | 
| 236 |  |  |  |  |  |  |  | 
| 237 |  |  |  |  |  |  | =cut | 
| 238 |  |  |  |  |  |  |  | 
| 239 |  |  |  |  |  |  | sub as_string { | 
| 240 |  |  |  |  |  |  | croak "This function is not defined at this level, you should override it in a subclass\n"; | 
| 241 |  |  |  |  |  |  | } | 
| 242 |  |  |  |  |  |  |  | 
| 243 |  |  |  |  |  |  | =head2 as_string_with_fitness( [$separator] ) | 
| 244 |  |  |  |  |  |  |  | 
| 245 |  |  |  |  |  |  | Prints it as a string followed by fitness. Separator by default is C<;> | 
| 246 |  |  |  |  |  |  |  | 
| 247 |  |  |  |  |  |  | =cut | 
| 248 |  |  |  |  |  |  |  | 
| 249 |  |  |  |  |  |  | sub as_string_with_fitness { | 
| 250 |  |  |  |  |  |  | my $self = shift; | 
| 251 |  |  |  |  |  |  | my $separator = shift || "; "; | 
| 252 |  |  |  |  |  |  | return $self->as_string().$separator.$self->Fitness(); | 
| 253 |  |  |  |  |  |  | } | 
| 254 |  |  |  |  |  |  |  | 
| 255 |  |  |  |  |  |  | =head2 Atom( $index [, $value ) | 
| 256 |  |  |  |  |  |  |  | 
| 257 |  |  |  |  |  |  | Sets or gets the value of an atom. Each individual is divided in atoms, which | 
| 258 |  |  |  |  |  |  | can be accessed sequentially. If that does not apply, Atom can simply return the | 
| 259 |  |  |  |  |  |  | whole individual | 
| 260 |  |  |  |  |  |  |  | 
| 261 |  |  |  |  |  |  | =cut | 
| 262 |  |  |  |  |  |  |  | 
| 263 |  |  |  |  |  |  | sub Atom { | 
| 264 |  |  |  |  |  |  | croak "This function is not defined at this level, you should override it in a subclass\n"; | 
| 265 |  |  |  |  |  |  | } | 
| 266 |  |  |  |  |  |  |  | 
| 267 |  |  |  |  |  |  | =head2 Fitness( [$value] ) | 
| 268 |  |  |  |  |  |  |  | 
| 269 |  |  |  |  |  |  | Sets or gets fitness | 
| 270 |  |  |  |  |  |  |  | 
| 271 |  |  |  |  |  |  | =cut | 
| 272 |  |  |  |  |  |  |  | 
| 273 |  |  |  |  |  |  | sub Fitness { | 
| 274 |  |  |  |  |  |  | my $self = shift; | 
| 275 |  |  |  |  |  |  | if ( defined $_[0] ) { | 
| 276 |  |  |  |  |  |  | $self->{_fitness} = shift; | 
| 277 |  |  |  |  |  |  | } | 
| 278 |  |  |  |  |  |  | return $self->{_fitness}; | 
| 279 |  |  |  |  |  |  | } | 
| 280 |  |  |  |  |  |  |  | 
| 281 |  |  |  |  |  |  | =head2 my_operators() | 
| 282 |  |  |  |  |  |  |  | 
| 283 |  |  |  |  |  |  | Operators that can act on this data structure. Returns an array with the names of the known operators | 
| 284 |  |  |  |  |  |  |  | 
| 285 |  |  |  |  |  |  | =cut | 
| 286 |  |  |  |  |  |  |  | 
| 287 |  |  |  |  |  |  | sub my_operators { | 
| 288 |  |  |  |  |  |  | my $self = shift; | 
| 289 |  |  |  |  |  |  | return $self->MY_OPERATORS; | 
| 290 |  |  |  |  |  |  | } | 
| 291 |  |  |  |  |  |  |  | 
| 292 |  |  |  |  |  |  | =head2 evaluate( $fitness ) | 
| 293 |  |  |  |  |  |  |  | 
| 294 |  |  |  |  |  |  | Evaluates using the $fitness thingy given. Can be a L object or a ref-to-sub | 
| 295 |  |  |  |  |  |  |  | 
| 296 |  |  |  |  |  |  | =cut | 
| 297 |  |  |  |  |  |  |  | 
| 298 |  |  |  |  |  |  | sub evaluate { | 
| 299 |  |  |  |  |  |  | my $self = shift; | 
| 300 |  |  |  |  |  |  | my $fitness_func = shift || croak "Need a fitness function"; | 
| 301 |  |  |  |  |  |  | if ( ref $fitness_func eq 'CODE' ) { | 
| 302 |  |  |  |  |  |  | return $self->Fitness( $fitness_func->($self) ); | 
| 303 |  |  |  |  |  |  | } elsif (  ( ref $fitness_func ) =~ 'Fitness' ) { | 
| 304 |  |  |  |  |  |  | return $self->Fitness( $fitness_func->apply($self) ); | 
| 305 |  |  |  |  |  |  | } else { | 
| 306 |  |  |  |  |  |  | croak "$fitness_func can't be used to evaluate"; | 
| 307 |  |  |  |  |  |  | } | 
| 308 |  |  |  |  |  |  |  | 
| 309 |  |  |  |  |  |  | } | 
| 310 |  |  |  |  |  |  |  | 
| 311 |  |  |  |  |  |  | =head2 Chrom() | 
| 312 |  |  |  |  |  |  |  | 
| 313 |  |  |  |  |  |  | Sets or gets the chromosome itself, that is, the data | 
| 314 |  |  |  |  |  |  | structure evolved. Since each derived class has its own | 
| 315 |  |  |  |  |  |  | data structure, and its own name, it is left to them to return | 
| 316 |  |  |  |  |  |  | it | 
| 317 |  |  |  |  |  |  |  | 
| 318 |  |  |  |  |  |  | =cut | 
| 319 |  |  |  |  |  |  |  | 
| 320 |  |  |  |  |  |  | sub Chrom { | 
| 321 |  |  |  |  |  |  | my $self = shift; | 
| 322 |  |  |  |  |  |  | croak "To be implemented in derived classes!"; | 
| 323 |  |  |  |  |  |  | } | 
| 324 |  |  |  |  |  |  |  | 
| 325 |  |  |  |  |  |  | =head2 size() | 
| 326 |  |  |  |  |  |  |  | 
| 327 |  |  |  |  |  |  | OK, OK, this is utter inconsistence, but I'll re-consistence it | 
| 328 |  |  |  |  |  |  | eventually. Returns a meaningful size; but should be reimplemented | 
| 329 |  |  |  |  |  |  | by siblings | 
| 330 |  |  |  |  |  |  |  | 
| 331 |  |  |  |  |  |  | =cut | 
| 332 |  |  |  |  |  |  |  | 
| 333 |  |  |  |  |  |  | sub size() { | 
| 334 |  |  |  |  |  |  | croak "To be implemented in derived classes!"; | 
| 335 |  |  |  |  |  |  | } | 
| 336 |  |  |  |  |  |  |  | 
| 337 |  |  |  |  |  |  | =head1 Known subclasses | 
| 338 |  |  |  |  |  |  |  | 
| 339 |  |  |  |  |  |  | =over 4 | 
| 340 |  |  |  |  |  |  |  | 
| 341 |  |  |  |  |  |  | =item * | 
| 342 |  |  |  |  |  |  |  | 
| 343 |  |  |  |  |  |  | L | 
| 344 |  |  |  |  |  |  |  | 
| 345 |  |  |  |  |  |  | =item * | 
| 346 |  |  |  |  |  |  |  | 
| 347 |  |  |  |  |  |  | L | 
| 348 |  |  |  |  |  |  |  | 
| 349 |  |  |  |  |  |  | =item * | 
| 350 |  |  |  |  |  |  |  | 
| 351 |  |  |  |  |  |  | L | 
| 352 |  |  |  |  |  |  |  | 
| 353 |  |  |  |  |  |  | =item * | 
| 354 |  |  |  |  |  |  |  | 
| 355 |  |  |  |  |  |  | L | 
| 356 |  |  |  |  |  |  |  | 
| 357 |  |  |  |  |  |  | =back | 
| 358 |  |  |  |  |  |  |  | 
| 359 |  |  |  |  |  |  | =head1 Copyright | 
| 360 |  |  |  |  |  |  |  | 
| 361 |  |  |  |  |  |  | This file is released under the GPL. See the LICENSE file included in this distribution, | 
| 362 |  |  |  |  |  |  | or go to http://www.fsf.org/licenses/gpl.txt | 
| 363 |  |  |  |  |  |  |  | 
| 364 |  |  |  |  |  |  | CVS Info: $Date: 2009/11/17 19:19:41 $ | 
| 365 |  |  |  |  |  |  | $Header: /cvsroot/opeal/Algorithm-Evolutionary/lib/Algorithm/Evolutionary/Individual/Base.pm,v 3.2 2009/11/17 19:19:41 jmerelo Exp $ | 
| 366 |  |  |  |  |  |  | $Author: jmerelo $ | 
| 367 |  |  |  |  |  |  | $Revision: 3.2 $ | 
| 368 |  |  |  |  |  |  | $Name $ | 
| 369 |  |  |  |  |  |  |  | 
| 370 |  |  |  |  |  |  | =cut | 
| 371 |  |  |  |  |  |  |  | 
| 372 |  |  |  |  |  |  | "The plain truth"; | 
| 373 |  |  |  |  |  |  |  |