public FixedGA(CAState archetype, int population_size, int period, CARuleSet rule_set, float outer_mutation_rate,
float inner_mutation_rate, float cull_rate, int max_iterations)
{
this.archetype = archetype;
this.period = period;
this.rule_set = rule_set;
this.outer_mutation_rate = outer_mutation_rate;
this.inner_mutation_rate = inner_mutation_rate;
this.cull_rate = cull_rate;
this.max_iterations = max_iterations;
population = new CAState[population_size];
n_cull = (int)(cull_rate * population.Length);
fitness_weights = new float[period];
float fwt = 0.0f;
for (int i = 0; i < fitness_weights.Length; ++i)
{
float t = (float)(i + 1) / (fitness_weights.Length);
fitness_weights[i] = 0.75f - (float)(Math.Sin(10 * t / Math.PI));
fwt += Math.Abs(fitness_weights[i]);
}
for (int i = 0; i < fitness_weights.Length; ++i)
{
fitness_weights[i] /= fwt;
}
}
public static void printOscillator(CAState c, CARuleSet rule_set)
{
CAState temp0 = new CAState(c);
CAState temp1 = new CAState(c);
while (true)
{
Console.WriteLine(temp0.ToString());
Console.WriteLine();
rule_set.getTransition(temp0, temp1);
if (temp1.getRelativeDifference(c) == 0)
{
break;
}
temp0.copyFrom(temp1);
}
}
public static void saveImages(CAState c, CARuleSet rule_set, String path)
{
CAState temp0 = new CAState(c);
CAState temp1 = new CAState(c);
int i = 0;
while (true)
{
Bitmap image = temp0.toImage(c.Width * 100, c.Height * 100);
image.Save(path + "/" + i + ".bmp");
rule_set.getTransition(temp0, temp1);
if (temp1.getRelativeDifference(c) == 0)
{
break;
}
temp0.copyFrom(temp1);
++i;
}
}
static void Main()
{
//CAState.Width = 10;
//CAState.Height = 10;
//CAState.Wrap_Mode = CAState.WrapMode.Extend;
//int population_size = 200;
//int period = 2;
//CARuleSet rule_set = new CARuleSet();
//float mutation_rate = 0.01f;
//float cull_rate = 0.5f;
//float crossover_rate = 1.0f / (CAState.Width * CAState.Height);
//int max_iterations = 10000;
//int seed = 1102260512; //(int)(DateTime.Now.Ticks);
CAState archetype = new CAState(12, 12, CAState.WrapMode.Extend);
int population_size = 100;
int period = 2;
CARuleSet rule_set = new CARuleSet();
float outer_mutation_rate = 0.5f;
float inner_mutation_rate = 0.7f;
float cull_rate = 0.25f;
int max_iterations = 10000;
int seed = (int)(DateTime.Now.Ticks);
FixedGA ga = new FixedGA(archetype, population_size, period, rule_set, outer_mutation_rate, inner_mutation_rate, cull_rate, max_iterations);
StringBuilder sb = new StringBuilder();
sb.AppendLine("CA dimensions: " + archetype.Width + "x" + archetype.Height);
sb.AppendLine("CA wrap_mode: " + archetype.wrap_mode);
sb.AppendLine("population size: " + population_size);
sb.AppendLine("period: " + period);
sb.AppendLine("outer mutation rate: " + outer_mutation_rate);
sb.AppendLine("inner mutation rate: " + inner_mutation_rate);
sb.AppendLine("cull rate: " + cull_rate);
sb.AppendLine("max iterations: " + max_iterations);
sb.AppendLine("seed: " + seed);
ga.run(seed, sb);
//Application.EnableVisualStyles();
//Application.SetCompatibleTextRenderingDefault(false);
//Application.Run(new MainWindow());
//CARuleSet crs = new CARuleSet();
//String name = CAState.getRandomOscillatorName();
//Console.WriteLine(name);
//CAState c = CAState.loadOscillatorFromName(name);
//c.addPadding(2, 2);
//int period = crs.getPeriod(c);
//float heat = crs.getHeat(c, period);
//Console.WriteLine("period " + period);
//Console.WriteLine("heat " + heat);
//CAState temp0 = new CAState(c);
//CAState temp1 = new CAState(c);
//for (int i=0; i<period; ++i)
//{
// Console.WriteLine(temp0.ToString());
// crs.getTransition(temp0, temp1);
// temp0.copyFrom(temp1);
//}
}