public EasyChangeEvaluator(NeatEvolutionAlgorithm <NeatGenome> ea, EasyChangeDataLoader dataLoader, int maxGen, double testPorcentage)
{
_ea = ea;
trainingMode = true;
_maxGen = maxGen;
_stopConditionSatisfied = false;
moleculeCaracteristics = dataLoader.MoleculeCaracteristics;
_totalImageCount = dataLoader.TotalImageCount;
_pixelCount = dataLoader.PixelCount;
allIdentifiers = dataLoader.AllIdentifiers;
allImages = dataLoader.AllImages;
testClases = dataLoader.TestClases;
double temp = _totalImageCount * (1 - testPorcentage);
separation = (int)temp;
}
/// <summary>
/// Initialize the experiment with some optional XML configuration data.
/// </summary>
public void Initialize(string name, XmlElement xmlConfig)
{
_name = name;
_populationSize = XmlUtils.GetValueAsInt(xmlConfig, "PopulationSize");
_specieCount = XmlUtils.GetValueAsInt(xmlConfig, "SpecieCount");
_activationScheme = ExperimentUtils.CreateActivationScheme(xmlConfig, "Activation");
_complexityRegulationStr = XmlUtils.TryGetValueAsString(xmlConfig, "ComplexityRegulationStrategy");
_complexityThreshold = XmlUtils.TryGetValueAsInt(xmlConfig, "ComplexityThreshold");
_description = XmlUtils.TryGetValueAsString(xmlConfig, "Description");
_parallelOptions = ExperimentUtils.ReadParallelOptions(xmlConfig);
_seed = XmlUtils.GetValueAsInt(xmlConfig, "Seed");
_datasetPath = XmlUtils.TryGetValueAsString(xmlConfig, "DatasetPath");
_normalizeData = XmlUtils.GetValueAsBool(xmlConfig, "NormalizeData");
_normalizeRange = XmlUtils.GetValueAsInt(xmlConfig, "NormalizeRange");
_dataLoader = new EasyChangeDataLoader();
_eaParams = new NeatEvolutionAlgorithmParameters();
_eaParams.SpecieCount = _specieCount;
_neatGenomeParams = new NeatGenomeParameters();
_neatGenomeParams.FeedforwardOnly = _activationScheme.AcyclicNetwork;
_neatGenomeParams.ActivationFn = LeakyReLU.__DefaultInstance;
_maxGen = XmlUtils.GetValueAsInt(xmlConfig, "MaxGen");
_testPorcentage = (XmlUtils.GetValueAsInt(xmlConfig, "TestPorcentage") * 1.0) / 100;
_savePeriod = XmlUtils.GetValueAsInt(xmlConfig, "SavePeriod");
}