private GeneticAlgorithm(NeuralNetworkConfigurationSettings networkConfig, GenerationConfigurationSettings generationConfig, EvolutionConfigurationSettings evolutionConfig, INeuralNetworkFactory networkFactory, IBreeder breeder, IMutator mutator, IEvalWorkingSet workingSet, IEvaluatableFactory evaluatableFactory, IEpochAction epochAction)
{
_networkConfig = networkConfig;
_generationConfig = generationConfig;
_evolutionConfig = evolutionConfig;
_epochAction = epochAction;
var sessions = new List <ITrainingSession>();
_networkFactory = networkFactory;
_breeder = breeder;
_mutator = mutator;
_history = workingSet;
_evaluatableFactory = evaluatableFactory;
for (int i = 0; i < _generationConfig.GenerationPopulation; i++)
{
var network = _networkFactory.Create(_networkConfig.NumInputNeurons, _networkConfig.NumOutputNeurons, _networkConfig.NumHiddenLayers, _networkConfig.NumHiddenNeurons);
sessions.Add(new TrainingSession(network, _evaluatableFactory.Create(network), i));
}
_generation = new Generation(sessions, _generationConfig);
}
public IGeneticAlgorithm Create(NeuralNetworkConfigurationSettings networkConfig, GenerationConfigurationSettings generationConfig, EvolutionConfigurationSettings evolutionConfig, INeuralNetworkFactory networkFactory, IBreeder breeder, IMutator mutator, IEvalWorkingSet workingSet, IEvaluatableFactory evaluatableFactory, IEpochAction epochAction)
{
return(GeneticAlgorithm.GetInstance(networkConfig, generationConfig, evolutionConfig, _networkFactory, breeder, mutator, workingSet, _evaluatableFactory, epochAction));
}
public IGeneticAlgorithm Create(NeuralNetworkConfigurationSettings networkConfig, GenerationConfigurationSettings generationConfig, EvolutionConfigurationSettings evolutionConfig, INeuralNetworkFactory networkFactory, IBreeder breeder, IMutator mutator, IEvalWorkingSet workingSet, IEvaluatableFactory evaluatableFactory, IEpochAction epochAction)
{
return GeneticAlgorithm.GetInstance(networkConfig, generationConfig, evolutionConfig, _networkFactory, breeder, mutator, workingSet, _evaluatableFactory, epochAction);
}
