protected Cromozom GenerateCromozom(GeneticAlgorithmOptions options)
{
Cromozom cromozom = new Cromozom();
cromozom.Options = options;
cromozom.Configuration = Configuration.NewRadom();
cromozom.Fitness = CromozomValues.Fitness;
cromozom.GenerationNumber = 0;
return(cromozom);
}
public List <Cromozom> Start(GeneticAlgorithmOptions geneticAlgorithmOptions)
{
this.geneticAlgorithmOptions = geneticAlgorithmOptions;
newCromozomsPopulation = new List <Cromozom> ();
elitistPercent = geneticAlgorithmOptions.ElitesPercentage;
currentGeneration = 0;
Initialize algorithm = new Initialize();
cromozomsPopulation = algorithm.GeneratePopulation(geneticAlgorithmOptions);
int benchmarkCounter = 1;
while (currentGeneration < geneticAlgorithmOptions.NumberOfGenerations)
{
IOFunctions.ClearFiles("./", "ta.log*");
ClearPastFitness();
benchmarkCounter = 1;
foreach (var benchmark in geneticAlgorithmOptions.Benchmarks)
{
for (int i = 0; i < cromozomsPopulation.Count; i++)
{
ExecutaComandaSimulator(i, benchmark, cromozomsPopulation[i].Configuration.Memory, cromozomsPopulation[i].Configuration.OptimizationLevel);
proc.WaitForExit();
CalculateFitness(i, benchmarkCounter);
}
benchmarkCounter++;
}
Cromozom[] cromozomPopulationCopy = new Cromozom [cromozomsPopulation.Count];
cromozomsPopulation.CopyTo(cromozomPopulationCopy);
AppendHistory(cromozomPopulationCopy.ToList(), currentGeneration);
if (IsNotLastIteration(geneticAlgorithmOptions.NumberOfGenerations))
{
if (geneticAlgorithmOptions.SelectionMode == AlgorithmSelectionMode.Elitist)
{
CreateNewGenerationWithElitistSelection();
}
if (geneticAlgorithmOptions.SelectionMode == AlgorithmSelectionMode.Tournament)
{
CreateNewGenerationWithTournamentSelection();
}
cromozomsPopulation = newCromozomsPopulation;
IOFunctions.ClearFiles("vex/configurations/", "*cfg");
for (int i = 0; i < cromozomsPopulation.Count; i++)
{
IOFunctions.CreateConfigFile(cromozomsPopulation [i], i.ToString());
}
}
currentGeneration++;
}
return(cromozomsPopulation);
}
public List <Cromozom> GeneratePopulation(GeneticAlgorithmOptions options)
{
List <Cromozom> PopulationList = new List <Cromozom> ();
int ct = 0;
while (ct < options.NumberOfCromozoms)
{
Cromozom cromozom = GenerateCromozom(options);
cromozom.Index = ct;
IOFunctions.CreateConfigFile(cromozom, ct.ToString());
PopulationList.Add(cromozom);
ct++;
}
return(PopulationList);
}
