1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275
|
#include <iostream>
#include <string>
#include <cstdlib>
#include <ctime>
#include <array>
#include <cstring>
using namespace std;
const int MAX_LOOP = 2000; // max count of iterations
const int POP_COUNT = 200; // max count of organisms in the pool
constexpr int MAX_POOL = POP_COUNT * 10; // max size of matingpool[]
/* ASCII-values of SPACE, A-Z, a-z.
*/
const char alphanum[53] =
{ 32, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81,
82, 83, 84, 85, 86, 87, 88, 89, 90, 97, 98, 99, 100, 101, 102, 103, 104,
105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118,
119, 120, 121, 122
};
/* Creates strings of length 'length', filled with randomly choosen
* alpanumeric characters.
*/
void
buildPopulation (string population[], int length)
{
for (int i = 0; i < POP_COUNT; ++i)
{
string organism;
for (int a = 1; a <= length; a++)
{
organism = organism + alphanum[rand () % 52];
}
population[i] = organism;
}
}
/* Calculates the divergence between each 'population[i] string
* and string 'desired'.
* 'percpop' array becomes fitness level (between 0 and 1).
* 'numpop' becomes for each letter which matches the letter of
* 'desired' a '1', otherwhise a '0'.
* 'length holds the length of the organisms.
*/
void
calculatefitness (string population[], int length, string desired,
double percpop[], string numpop[])
{
double counter = 0; // count the matches inside 'organism'
string organism;
string numorgan;
for (int i = 0; i < POP_COUNT; i++)
{
organism = population[i];
for (int j = 0; j < length; j++)
{
if (organism.at (j) == desired.at (j))
{
organism[j] = { '1' };
}
else
{
organism[j] = { '0' };
}
}
numpop[i] = organism;
}
for (int a = 0; a < 200; a++)
{
counter = 0;
numorgan = numpop[a];
for (int b = 0; b < length; b++)
{
if (numorgan.at (b) == '1')
{
counter++;
}
}
percpop[a] = (counter) / (length);
}
}
/* Fills mating pool from first -1-found with 'copy' counts
* of value 'index'.
*/
void
otherticketinsert (int matingpool[], int index, int copy)
{
for (int i = 0; i < MAX_POOL; i++)
{
if (matingpool[i] == -1)
{
for (int j = 0; j < copy; j++)
{
matingpool[i + j] = index;
}
break;
}
}
}
/* Fills matingpool[] with percpop[] indice, taking account
* of the fitness oft the populations.
*/
void
buildMatingPool (double percpop[], int matingpool[], double normalpop[],
int factor)
{
double largest = 0;
int copy;
for (int i = 0; i < POP_COUNT; i++)
{
if (largest < percpop[i])
{
largest = percpop[i];
}
}
for (int j = 0; j < POP_COUNT; j++)
{
normalpop[j] = percpop[j] / largest;
}
for (int index = 0; index < POP_COUNT; index++)
{
copy = normalpop[index] * factor;
otherticketinsert (matingpool, index, copy);
}
}
/* Splices a string from two randomly choosen strings from pool ticket
* to a new 'child' string.
*/
string breed (string population[], int matingpool[],
int desiredlength)
{
int ticketsgiven; // fill count of matingpool[]
string child;
int w, x, y;
string a, b;
ticketsgiven = MAX_POOL;
for (int m = 0; m < MAX_POOL; m++)
{
if (matingpool[m] == -1)
{
ticketsgiven = m;
break;
}
}
int realparents[ticketsgiven] = { 0 };
for (int n = 0; n < ticketsgiven; n++)
{
realparents[n] = matingpool[n];
}
w = realparents[rand () % ticketsgiven];
x = realparents[rand () % ticketsgiven];
y = rand () % (desiredlength - 1);
a = population[w];
b = population[x];
a.erase ((y + 1), (desiredlength));
b.erase (0, y + 1);
child = a + b;
return child;
}
/* Possibly mutates the string at a random position with a random value.
*/
string mutation (string child, int length)
{
int x = rand () % 100 + 1;
if (x <= 4)
{
char z = alphanum[rand () % 52];
int y = rand () % (length - 1) + 0;
child[y] = z;
}
return child;
}
void
resetMatingPool ( int matingpool[] )
{
for (int idx = 0; idx < 2000; idx++)
{
matingpool[idx] = -1;
}
}
int
main ()
{
srand ( time ( nullptr ) );
int counter; // counts the iterations
int i;
int idx; // index to observe organisms at organism
int length; // string length
int factor = 10;
string child;
string mutatedchild;
double largest = 0; // largest percentage of matches
string desired = { "" }; // desired string, goal
int matingpool[2000];
resetMatingPool (matingpool);
double percpop[200] = { 0 };
double normalpop[200] = { 0 };
string population[200] = { "" };
string numpop[200] = { "" };
string children[200] = { "" };
string probe;
cout << "What would you like me to say?" << endl;
getline (cin, desired);
length = desired.size ();
buildPopulation (population, length);
calculatefitness (population, length, desired, percpop, numpop);
for (int u = 0; u < 2000; u++)
{
counter++;
resetMatingPool (matingpool);
buildMatingPool (percpop, matingpool, normalpop, factor);
for (int k = 0; k < POP_COUNT; k++)
{
child = breed (population, matingpool, length);
population[k] = mutation (child, length);
}
calculatefitness (population, length, desired, percpop, numpop);
for ( i = 0; i < 200; i++)
{
if (largest < percpop[i])
{
largest = percpop[i];
probe = population[i];
idx = i;
}
}
/* DEBUG
cout << population[idx]
<<", percpop:["<<idx<<"]: " << percpop[idx]
<< " string: " << probe
<< ", largest:" << largest << endl;
*/
cout << "Generation : " << counter
<< ", Fitness : " << largest << ", string: " << population[idx]
<< " (population["<<idx<<"])" << endl;
if (largest >= 1.0) break;
}
if (counter < 2000)
{
cout << "Fitness of 1 was reached at generation : "
<< counter << endl;
}
else
{
cout << "A Fitness of 1 was within " << MAX_LOOP
<< " loops never reached!\n";
}
}
|