CscNeuralNetworkGeneticAlgorithm.h

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/*
 * CscNeuralNetworkGeneticAlgorithm.h
 *
 *  Created on: 13 mai 2024
 *      Author: Max Lhermitte
 */
 
#ifndef CSCNEURALNETWORKGENETICALGORITHM_H_
#define CSCNEURALNETWORKGENETICALGORITHM_H_
 
#include "CscNeuralNetwork.h"
#include "CscNeuralNetworkGeneticAlgorithmGenerationGenerator.h"
 
namespace conscience_core::ai::nn {
 
class CSC_DLL_IMPORTEXPORT CscNeuralNetworkGeneticAlgorithm {
public:
    CscNeuralNetworkGeneticAlgorithm(unsigned nbGenerations, unsigned populationSize, unsigned nbInputs, unsigned nbOutputs, CscNeuralNetwork::DataSet *trainingDataSet, CscNeuralNetwork::DataSet *validationDataSet, unsigned copyPercentOfChance, unsigned crossoverPercentOfChance, unsigned mutationPercentOfChance, CscNeuralNetworkGeneticAlgorithmIndividualGenerator::AllPossibilitiesHyperparameters *allPossibilitiesHyperparameters);
    virtual ~CscNeuralNetworkGeneticAlgorithm();
    
    // getters
    const unsigned getNbGenerations() const;
    const unsigned getNbNeuralNetworkInputs() const;
    const unsigned getNbNeuralNetworkOutputs() const;
    CscNeuralNetwork::DataSet *getTrainingDataSet() const;
    CscNeuralNetwork::DataSet *getValidationDataSet() const;
    CscNeuralNetworkGeneticAlgorithmGenerationGenerator *getGenerationGenerator() const;
    
    
    CscNeuralNetworkTensorFlow *launchGeneticAlgorithm();
    
private:
    // Attributes
    const unsigned nbGenerations;
    CscNeuralNetwork::DataSet *trainingDataSet = nullptr;
    CscNeuralNetwork::DataSet *validationDataSet = nullptr;
    unique_ptr<CscLogger> logger;
    CscNeuralNetworkGeneticAlgorithmGenerationGenerator *generationGenerator = nullptr;
    
    void setResultTrainingForAllCurrentGenerationAndSortByResult();
};
};
 
#endif /* CSCNEURALNETWORKGENETICALGORITHM_H_ */