protected override void Evolve(EvaluatorBase evaluator)
{
var offspringPopulationSize = Parameters.OffspringPopulationSize;
var numberOfParentsSolutionsToSelect = Parameters.NumberOfParentsSolutionsToSelect;
for (var i = 0; i < offspringPopulationSize; i++)
{
var parentsPopulation = new Solution[numberOfParentsSolutionsToSelect];
for (var j = 0; j < numberOfParentsSolutionsToSelect; j++)
{
parentsPopulation[j] = ParentsSelector.Select(BasePopulation);
}
OffspringPopulation[i] = StdDeviationsRecombiner.Recombine(parentsPopulation, OffspringPopulation[i]);
OffspringPopulation[i] = RotationsRecombiner.Recombine(parentsPopulation, OffspringPopulation[i]);
OffspringPopulation[i] = ObjectRecombiner.Recombine(parentsPopulation, OffspringPopulation[i]);
OffspringPopulation[i] = StdDeviationsMutator.Mutate(OffspringPopulation[i]);
OffspringPopulation[i] = RotationsMutator.Mutate(OffspringPopulation[i]);
OffspringPopulation[i] = ObjectMutator.Mutate(OffspringPopulation[i]);
OffspringPopulation[i].FitnessScore = evaluator.Evaluate(OffspringPopulation[i]);
}
BasePopulation = SurvivorsSelector.Select(BasePopulation, OffspringPopulation);
}
//public IBenchmark Benchmark { get; set; }
//public IPopulationGenerator PopulationGenerator { get; set; }
//public IEvaluator Evaluator { get; set; }
//public ILogger Logger { get; set; }
//public IMutator ObjectMutator { get; set; }
//public IMutator StdDeviationsMutator { get; set; }
//public IMutationRuleSupervisor MutationRuleSupervisor { get; set; }
//public IParentsSelector ParentsSelector { get; set; }
//public ISurvivorsSelector SurvivorsSelector { get; set; }
//public IPointsGenerator PositivePointsGenerator { get; set; }
//public IPointsGenerator NegativePointsGenerator { get; set; }
//public ExperimentParameters ExperimentParameters { get; set; }
//public Solution[] BasePopulation { get; set; }
//public Solution[] OffspringPopulation { get; set; }
//public Solution[] InitialPopulation { get; set; }
//public override void SynthesizeModel(Point[] trainingPoints)
//{
// var offspringPopulationSize = ExperimentParameters.OffspringPopulationSize;
// var numberOfGenerations = ExperimentParameters.NumberOfGenerations;
// BasePopulation = PopulationGenerator.GeneratePopulation(ExperimentParameters);
// for (var i = 0; i < offspringPopulationSize; i++)
// OffspringPopulation[i] = new Solution(ExperimentParameters);
// InitialPopulation = BasePopulation.DeepCopyByExpressionTree();
// for (var i = 0; i < numberOfGenerations; i++)
// {
// for (var j = 0; j < offspringPopulationSize; j++)
// {
// OffspringPopulation[j] = ParentsSelector.Select(BasePopulation)[0];
// OffspringPopulation[j] = StdDeviationsMutator.Mutate(OffspringPopulation[j]);
// OffspringPopulation[j] = ObjectMutator.Mutate(OffspringPopulation[j]);
// OffspringPopulation[j].FitnessScore = Evaluator.Evaluate(OffspringPopulation[j]);
// }
// BasePopulation = SurvivorsSelector.Select(BasePopulation, OffspringPopulation);
// }
//}
protected override void Evolve(int offspringPopulationSize)
{
for (var j = 0; j < offspringPopulationSize; j++)
{
OffspringPopulation[j] = ParentsSelector.Select(BasePopulation)[0];
OffspringPopulation[j] = StdDeviationsMutator.Mutate(OffspringPopulation[j]);
OffspringPopulation[j] = ObjectMutator.Mutate(OffspringPopulation[j]);
OffspringPopulation[j].FitnessScore = Evaluator.Evaluate(OffspringPopulation[j]);
}
BasePopulation = SurvivorsSelector.Select(BasePopulation, OffspringPopulation);
}
protected override void Evolve(EvaluatorBase evaluator)
{
var offspringPopulationSize = Parameters.OffspringPopulationSize;
for (var i = 0; i < offspringPopulationSize; i++)
{
OffspringPopulation[i] = ParentsSelector.Select(BasePopulation);
OffspringPopulation[i] = StdDeviationsMutator.Mutate(OffspringPopulation[i]);
OffspringPopulation[i] = ObjectMutator.Mutate(OffspringPopulation[i]);
OffspringPopulation[i].FitnessScore = evaluator.Evaluate(OffspringPopulation[i]);
}
BasePopulation = SurvivorsSelector.Select(BasePopulation, OffspringPopulation);
}
//HACKS TODO
protected override void Evolve(EvaluatorBase evaluator)
{
var offspringPopulationSize = Parameters.OffspringPopulationSize;
//var stdDevsMutationTime = TimeSpan.Zero;
//var rotationsMutationTime = TimeSpan.Zero;
//var objectMutationTime = TimeSpan.Zero;
//var evaluationTime = TimeSpan.Zero;
//var stoper = new Stopwatch();
for (var i = 0; i < offspringPopulationSize; i++)
{
OffspringPopulation[i] = ParentsSelector.Select(BasePopulation);
if (Parameters.TrackEvolutionSteps)
{
CurrentMutation = new MutationStep(ParentsSelector.LastSelectedParentIndex, OffspringPopulation[i]);
}
//stoper.Restart();
OffspringPopulation[i] = StdDeviationsMutator.Mutate(OffspringPopulation[i]);
//stoper.Stop();
//stdDevsMutationTime += stoper.Elapsed;
//stoper.Restart();
OffspringPopulation[i] = RotationsMutator.Mutate(OffspringPopulation[i]);
//stoper.Stop();
//rotationsMutationTime += stoper.Elapsed;
//stoper.Restart();
OffspringPopulation[i] = ObjectMutator.Mutate(OffspringPopulation[i]);
//stoper.Stop();
//objectMutationTime += stoper.Elapsed;
//stoper.Restart();
OffspringPopulation[i].FitnessScore = evaluator.Evaluate(OffspringPopulation[i]);
//stoper.Stop();
//evaluationTime += stoper.Elapsed;
if (Parameters.TrackEvolutionSteps)
{
CurrentMutation.Offspring = OffspringPopulation[i].DeepCopyByExpressionTree();
CurrentEvolutionStep.Mutations.Add(CurrentMutation);
}
}
//stoper.Restart();
BasePopulation = SurvivorsSelector.Select(BasePopulation, OffspringPopulation);
//stoper.Stop();
//Statistics.MeanSurvivorsSelectionTime += stoper.Elapsed;
//Statistics.MeanStdDevsMutationTime += TimeSpan.FromTicks(stdDevsMutationTime.Ticks / offspringPopulationSize);
//Statistics.MeanRotationsMutationTime += TimeSpan.FromTicks(rotationsMutationTime.Ticks / offspringPopulationSize);
//Statistics.MeanObjectMutationTime += TimeSpan.FromTicks(objectMutationTime.Ticks / offspringPopulationSize);
//Statistics.MeanEvaluationTime += TimeSpan.FromTicks(evaluationTime.Ticks / offspringPopulationSize);
if (Parameters.TrackEvolutionSteps)
{
CurrentEvolutionStep.NewPopulation = BasePopulation.DeepCopyByExpressionTree();
}
}