| 1 | #!/usr/bin/env perl
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| 2 |
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| 3 | use strict;
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| 4 |
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| 5 | our $debug = 0;
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| 6 | our %taken;
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| 7 |
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| 8 | our $length = 0;
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| 9 | our $round_size = 100;
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| 10 | our $maxstack = 150;
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| 11 | our $working_mfactor = 0;
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| 12 | our $best_mfactor = 0;
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| 13 | our $best_vector;
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| 14 | our $refill = 0;
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| 15 | our $maxrounds = 20;
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| 16 | our @winners;
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| 17 | our $winnercompare = 10;
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| 18 |
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| 19 | our $total = 0;
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| 20 |
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| 21 | sub message {
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| 22 | our $debug;
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| 23 | my $level = shift;
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| 24 | my $message = shift;
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| 25 | if ( $level => $debug ) {
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| 26 | print "DEBUG [$level]: $message\n";
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| 27 | }
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| 28 | }
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| 29 |
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| 30 | sub merit {
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| 31 | my $y = shift;
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| 32 | our $length;
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| 33 | my $e = 0;
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| 34 | my $f;
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| 35 | my $t;
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| 36 |
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| 37 | foreach my $k (1 .. ($length - 1)) {
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| 38 | $t = 0;
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| 39 | for my $i (0 .. ($length - 1 - $k)) {
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| 40 | $t += $$y[$i] * $$y[$i+$k];
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| 41 | }
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| 42 | $e += $t ** 2;
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| 43 | }
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| 44 |
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| 45 | $f = ($length ** 2) / ( 2 * $e);
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| 46 | printer('DEBUG merit', $f, $y) if $debug > 5;
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| 47 | return($f);
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| 48 | }
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| 49 |
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| 50 | sub randarray {
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| 51 | our $debug;
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| 52 | my @output = ();
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| 53 | my ($i,$v);
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| 54 | message(1,"New randarray of length $length");
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| 55 | foreach $i ( 0 .. ($length - 1)) {
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| 56 | $v = int(rand() + 0.5);
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| 57 | $output[$i] = ( $v ) ? 1 : -1;
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| 58 | }
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| 59 | return(\@output);
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| 60 | }
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| 61 |
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| 62 | sub flip {
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| 63 | my $rref = shift;
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| 64 | my $number = shift;
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| 65 | my $v = $$rref[$number];
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| 66 | $v = ($v == 1) ? -1 : 1;
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| 67 | $$rref[$number] = $v;
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| 68 | }
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| 69 |
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| 70 | sub try_merit {
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| 71 | our @stack;
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| 72 | our %taken;
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| 73 | our $best_mfactor;
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| 74 | our $best_vector;
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| 75 | our $working_mfactor;
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| 76 |
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| 77 | my $try_array = shift;
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| 78 | my $new_mfactor;
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| 79 | my $result = 0;
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| 80 | my $array2string = join('',@{$try_array});
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| 81 |
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| 82 | if ( not exists ($taken{$array2string}) ) {
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| 83 | $new_mfactor = merit($try_array);
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| 84 | $taken{$array2string} = $new_mfactor;
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| 85 |
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| 86 | if ($new_mfactor > $best_mfactor) {
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| 87 | $best_mfactor = $new_mfactor;
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| 88 | $best_vector = $try_array;
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| 89 | $result = 1;
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| 90 | unshift(@stack,$try_array);
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| 91 | }
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| 92 | }
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| 93 | if ( $debug == 5 ) {
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| 94 | print "==== " . scalar(@stack) . "====\n";
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| 95 | print join("\n",@stack) . "\n";
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| 96 | }
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| 97 | return($result);
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| 98 | }
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| 99 |
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| 100 | sub combine {
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| 101 | our $length;
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| 102 | our $debug;
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| 103 | message(1,"Working on combine");
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| 104 |
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| 105 | my $result = 0;
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| 106 | my $loop;
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| 107 | my $input = shift;
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| 108 | my $input2 = shift;
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| 109 | my @result_l;
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| 110 | my @result_r;
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| 111 |
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| 112 |
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| 113 | my $middle = int($length / 2);
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| 114 | @result_l = (@{$input}[0 .. $middle],
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| 115 | @{$input2}[ $middle + 1 .. ($length-1) ]);
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| 116 | @result_r = (@{$input2}[0 .. $middle],
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| 117 | @{$input}[ $middle + 1 .. ($length-1) ]);
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| 118 |
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| 119 | if ($debug > 3) {
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| 120 | print "Orig l: ";
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| 121 | print @{$input};
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| 122 | print "\n";
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| 123 | print "Orig 2: ";
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| 124 | print @{$input2};
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| 125 | print "\n";
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| 126 | print "Combine l: ";
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| 127 | print @result_l;
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| 128 | print "\n";
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| 129 | print "Combine r: ";
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| 130 | print @result_r;
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| 131 | print "\n";
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| 132 | }
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| 133 | message(1,"DEBUG: Done on combine");
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| 134 | return(\@result_l,\@result_r);
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| 135 | }
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| 136 |
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| 137 | sub crossover {
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| 138 | my $input = shift;
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| 139 | my $rev_array = shift;
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| 140 | my $result = 0;
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| 141 | my ($try_array_l,$try_array_r) = combine($input,$rev_array);
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| 142 |
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| 143 | if ( try_merit($try_array_l) ) {
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| 144 | $result = 1;
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| 145 | }
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| 146 |
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| 147 | if ( try_merit($try_array_r) ) {
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| 148 | $result = 1;
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| 149 | }
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| 150 | return($result);
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| 151 | }
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| 152 |
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| 153 |
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| 154 | sub mutations {
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| 155 | our $length;
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| 156 |
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| 157 | my @try_array;
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| 158 | my $result = 0;
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| 159 | my @test_array = @_;
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| 160 |
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| 161 | message(1,"Working on mutations");
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| 162 |
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| 163 | foreach my $i ( 0 .. ($length - 1) ) {
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| 164 | my @try_array = ();
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| 165 | @try_array = @test_array;
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| 166 | flip(\@try_array, $i);
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| 167 |
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| 168 | if ( try_merit(\@try_array) ) {
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| 169 | $result = 1;
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| 170 | }
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| 171 | }
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| 172 | message(1,"Done on mutations");
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| 173 | return($result) ;
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| 174 | }
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| 175 |
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| 176 |
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| 177 | sub crossovers {
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| 178 | our $length;
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| 179 |
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| 180 | my @try_array;
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| 181 | my $result = 0;
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| 182 | my @test_array = @_;
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| 183 |
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| 184 | my $i;
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| 185 | my $j;
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| 186 |
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| 187 | message(1,"Working on crossovers");
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| 188 | foreach $i ( 0 .. ($length - 1) ) {
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| 189 | my @try_array = ();
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| 190 | @try_array = @test_array;
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| 191 | foreach $j ( $i .. ($length - 1) ) {
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| 192 | flip(\@try_array, $j);
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| 193 | }
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| 194 |
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| 195 | if ( try_merit(\@try_array) ) {
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| 196 | $result = 1;
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| 197 | }
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| 198 | }
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| 199 | message(1,"Done on crossovers");
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| 200 | return($result);
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| 201 | }
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| 202 |
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| 203 |
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| 204 |
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| 205 |
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| 206 | sub randmutate {
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| 207 | our $length;
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| 208 | my $switchtimes = shift;
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| 209 | my $switchnumbers = shift;
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| 210 | my @test_array = @_;
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| 211 | my $result = 0;
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| 212 | my @try_array;
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| 213 | my $i;
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| 214 | my $j;
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| 215 | my $n;
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| 216 | my @flipped;
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| 217 |
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| 218 | message(1,"Working on randmutate");
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| 219 |
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| 220 | foreach $i ( 0 .. $switchtimes ) {
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| 221 | my @try_array = ();
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| 222 | @try_array = @test_array;
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| 223 | @flipped = ();
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| 224 | foreach $j ( 0 .. $switchnumbers ) {
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| 225 | $n = int(rand($length - 1));
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| 226 | if ( not exists $flipped[$n] ) {
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| 227 | flip(\@try_array,$n);
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| 228 | $flipped[$n] = 1;
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| 229 | }
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| 230 | }
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| 231 |
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| 232 | if ( try_merit(\@try_array) ) {
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| 233 | $result = 1;
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| 234 | }
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| 235 | }
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| 236 | return($result);
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| 237 | }
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| 238 |
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| 239 | sub printer {
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| 240 | my $message = shift;
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| 241 | my $mfactor = shift;
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| 242 | my $input = shift;
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| 243 | return("Message : $message \n" .
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| 244 | "Vector : " . join(',',array2string($input) . "\n" .
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| 245 | "mfactor : $mfactor \n" .
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| 246 | "--\n");
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| 247 | }
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| 248 |
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| 249 |
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| 250 |
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| 251 | our @stack = ();
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| 252 | our $best_mfactor = 0;
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| 253 | our $best_vector;
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| 254 |
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| 255 | sub array2string {
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| 256 | my $input = shift;
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| 257 | my @result = ();
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| 258 | my $n = 1;
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| 259 | foreach my $i (1 .. $#$input) {
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| 260 | if ($$input[$i] != $$input[$i - 1]) {
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| 261 | push(@result,$n);
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| 262 | $n = 1;
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| 263 | }
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| 264 | else {
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| 265 | $n++;
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| 266 | }
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| 267 | }
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| 268 | push(@result,$n);
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| 269 | return(@result);
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| 270 | }
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| 271 |
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| 272 | sub string2array {
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| 273 | my @output = ();
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| 274 | my $input = shift;
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| 275 | $input = split(//,$input);
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| 276 | my $c = 0;
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| 277 | my $v = 1;
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| 278 |
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| 279 | my ($n,$i);
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| 280 |
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| 281 | for $n ( 0 .. length($input) - 1) {
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| 282 | for $i ( 1 .. @{$input}[$n] ) {
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| 283 | $output[$c] = $v;
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| 284 | $c++;
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| 285 | }
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| 286 | $v = ( $v == 1) ? -1 : 1;
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| 287 | }
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| 288 |
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| 289 | return(@output);
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| 290 | }
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| 291 |
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| 292 |
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| 293 | #
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| 294 | # Vul de stack met een random arrays
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| 295 | sub init {
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| 296 | our $length = shift;
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| 297 | our @stack;
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| 298 | our $best_mfactor;
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| 299 |
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| 300 | my ($n,$y);
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| 301 |
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| 302 | @stack = ();
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| 303 | $best_mfactor = 0;
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| 304 |
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| 305 | foreach $n ( 1 .. 75 ) {
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| 306 | $y = randarray();
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| 307 | push(@stack,$y);
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| 308 | }
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| 309 |
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| 310 | }
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| 311 |
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| 312 | sub reinit {
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| 313 | our $refill;
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| 314 | our $winnercompare;
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| 315 | our $length;
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| 316 | our @winners;
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| 317 | our %taken;
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| 318 | our @stack;
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| 319 | our $best_vector;
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| 320 | our $best_mfactor;
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| 321 |
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| 322 | my $maxwinners = 5;
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| 323 |
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| 324 | my ($result_l,$result_r);
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| 325 | my ($i,$j);
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| 326 | my ($n,$y);
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| 327 | my ($r);
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| 328 |
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| 329 | %taken = ();
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| 330 | @stack = ();
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| 331 |
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| 332 | $refill++;
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| 333 | #push best array on good place
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| 334 | $i = merit($best_vector);
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| 335 | print printer("Round best vector",$i,$best_vector);
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| 336 | my $ws = $#winners - 1;
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| 337 | my $done = 0;
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| 338 | foreach $n ( 0 .. $ws ) {
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| 339 | $j = merit($winners[$n]);
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| 340 | if ( $i > $j ) {
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| 341 | foreach $r ($ws .. ($n + 1)) {
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| 342 | $winners[$r] = $winners[$r-1];
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| 343 | }
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| 344 | $winners[$n] = $best_vector;
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| 345 | $done = 1;
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| 346 | last;
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| 347 | }
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| 348 | }
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| 349 | if ( ($done == 0) && ($ws < $maxwinners) ) {
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| 350 | push(@winners,$best_vector);
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| 351 | }
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| 352 | print printer("Current best vector",merit($winners[0]),$winners[0]);
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| 353 |
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| 354 | if ( $refill == $winnercompare ) {
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| 355 | push(@stack,@winners);
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| 356 | $refill = 0;
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| 357 | $r = scalar(@stack) - 1;
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| 358 | foreach $i ( 0 .. ($r - 1)) {
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| 359 | foreach $j ( ($i) .. $r ) {
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| 360 | ($result_l,$result_r) = combine($stack[$i],$stack[$j]);
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| 361 | push(@stack,$result_l);
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| 362 | push(@stack,$result_r);
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| 363 | }
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| 364 | }
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| 365 | $best_mfactor = merit($winners[0]);
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| 366 | }
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| 367 | else {
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| 368 | foreach $n ( 1 .. 75 ) {
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| 369 | $y = randarray();
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| 370 | push(@stack,$y);
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| 371 | }
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| 372 | $best_mfactor = 0;
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| 373 | }
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| 374 | }
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| 375 |
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| 376 | sub main {
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| 377 | our $working_mfactor;
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| 378 | our $round_number;
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| 379 | our $maxstack;
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| 380 | our $maxrounds;
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| 381 |
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| 382 | my $rounds = 0;
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| 383 | my $number = 0;
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| 384 | my $improvement = 0;
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| 385 | my $result;
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| 386 | my $stacksize;
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| 387 | my ($i,$j,$r,$y);
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| 388 |
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| 389 | while ( 'true' )
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| 390 | {
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| 391 | $total++;
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| 392 |
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| 393 | $number = ($improvement) ? 0 : $number + 1;
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| 394 | print "Number: $number\n" if $debug;
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| 395 |
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| 396 | $working_mfactor = merit(@stack[$number]);
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| 397 | if ( $debug > 1 ) {
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| 398 | message(1,
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| 399 | printer("Working vector",$working_mfactor,@stack[$number]));
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| 400 | }
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| 401 |
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| 402 | message(1,"\n" . $number . " of " . $stacksize );
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| 403 | $improvement = 0;
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| 404 |
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| 405 | $result = try_merit(@stack[$number]);
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| 406 | if ($result > 0 ) {
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| 407 | message(1,
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| 408 | printer("better array", $best_mfactor,@stack[$number]));
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| 409 | $improvement = 1;
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| 410 | }
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| 411 |
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| 412 | my @rev = reverse(@{$stack[$number]});
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| 413 | $result = crossover($stack[$number],\@rev);
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| 414 | if ($result > 0 ) {
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| 415 | message(1,
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| 416 | printer("better combine", $best_mfactor,@stack[$number]));
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| 417 | $improvement = 1;
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| 418 | }
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| 419 |
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| 420 | $result = mutations(@{$stack[$number]});
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| 421 | if ($result > 0 ) {
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| 422 | message(1,
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| 423 | printer("better mutation", $best_mfactor,@stack[$number]));
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| 424 | $improvement = 1;
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| 425 | }
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| 426 |
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| 427 | # Experimental 'crossover make'
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| 428 | $result = crossovers(@{$stack[$number]});
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| 429 | if ($result > 0 ) {
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| 430 | message(1,
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| 431 | printer("better crossovers", $best_mfactor,@stack[$number]));
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| 432 | $improvement = 1;
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| 433 | }
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| 434 |
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| 435 | # Not very usefull, not value added
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| 436 | # $result = randmutate($length, $length / 3,@{$stack[0]});
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| 437 | # if ($result > 0 ) {
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| 438 | # printer("better randmutate", $best_mfactor,@stack[0]);
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| 439 | # next;
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| 440 | # }
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| 441 |
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| 442 | if ( $improvement ) {
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| 443 | print "Stack size: " . scalar(@stack) . "\n";
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| 444 | print "best max mfactor " . $best_mfactor . "\n";
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| 445 | print "total done " . $total . "\n";
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| 446 | print "round " . $rounds;
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| 447 | print "\n---\n";
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| 448 | }
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| 449 |
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| 450 | if ( ($total % $round_size) == 0 ) {
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| 451 | print "===============================\n";
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| 452 | print "=== Completed Round $rounds ===\n";
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| 453 | print "===============================\n";
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| 454 | $rounds++;
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| 455 | reinit();
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| 456 | if ( $rounds == $maxrounds ) {
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| 457 | last;
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| 458 | }
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| 459 | $r = <> if $debug > 3;
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| 460 | $improvement = 1;
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| 461 | print "===============================\n";
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| 462 | print "=== New Round $rounds ===\n";
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| 463 | print "===============================\n";
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| 464 | next;
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| 465 | }
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| 466 |
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| 467 | $stacksize = scalar(@stack);
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| 468 | if ( $stacksize > $maxstack ) {
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| 469 | while ( scalar(@stack) >= 5 ) {
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| 470 | pop(@stack);
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| 471 | }
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| 472 | }
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| 473 | message(1,"$number of " . scalar(@stack) . "\n");;
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| 474 | $stacksize = scalar(@stack);
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| 475 | if ( (($number +2) > $stacksize) ) {
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| 476 | message(1,"Start EVOLVING");
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| 477 | $number = 0;
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| 478 | while ( scalar(@stack) > 5 ) {
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| 479 | pop(@stack);
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| 480 | }
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| 481 |
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| 482 | foreach ( 5 .. 9 ) {
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| 483 | $y = randarray();
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| 484 | push(@stack,$y);
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| 485 | }
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| 486 |
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| 487 | foreach $i ( 0 .. 4) {
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| 488 | foreach $j ( 5 .. 9 ) {
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| 489 | my ($result_l,$result_r) = combine($stack[$i],$stack[$j]);
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| 490 | push(@stack,$result_l);
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| 491 | push(@stack,$result_r);
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| 492 | }
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| 493 | }
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| 494 | message(1,"Done EVOLVING");
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| 495 | }
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| 496 |
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| 497 | #pause during debugging
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| 498 | $r = <> if $debug > 4;
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| 499 | }
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| 500 | }
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| 501 |
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| 502 | $debug = 0;
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| 503 | $round_size = 100;
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| 504 | $maxstack = 150;
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| 505 | $maxrounds = 20;
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| 506 | $winnercompare = 5;
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| 507 | init($ARGV[0]);
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| 508 | main();
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| 509 |
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| 510 | print "\n\n\n";
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| 511 |
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| 512 | print "===============================\n";
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| 513 | print "=== Results ===\n";
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| 514 | print "===============================\n";
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| 515 |
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| 516 | $best_vector = $winners[0];
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| 517 | $best_mfactor = merit($best_vector);
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| 518 | print printer("Final", $best_mfactor,$best_vector);
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| 519 | print "Total parents : $total\n";
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| 520 | print "Total rounds : $maxrounds\n";
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| 521 | print "Round parents : $round_size\n";
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| 522 | print "Winner compare: $winnercompare\n";
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| 523 | print "Max stack : $winnercompare\n";
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| 524 | print "Vector size : $length\n";
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