HystereticQLearning.hpp

Go to the documentation of this file.

#ifndef AI_TOOLBOX_MDP_HYSTERETIC_QLEARNING_HEADER_FILE
#define AI_TOOLBOX_MDP_HYSTERETIC_QLEARNING_HEADER_FILE
 
#include <stddef.h>
 
#include <AIToolbox/MDP/Types.hpp>
#include <AIToolbox/MDP/TypeTraits.hpp>
#include <AIToolbox/MDP/Utils.hpp>
 
namespace AIToolbox::MDP {
    class HystereticQLearning {
        public:
            HystereticQLearning(size_t S, size_t A, double discount = 1.0, double alpha = 0.1, double beta = 0.01);
 
            template <IsGenerativeModel M>
            HystereticQLearning(const M& model, double alpha = 0.1, double beta = 0.01);
 
            void setPositiveLearningRate(double a);
 
            double getPositiveLearningRate() const;
 
            void setNegativeLearningRate(double b);
 
            double getNegativeLearningRate() const;
 
            void setDiscount(double d);
 
            double getDiscount() const;
 
            void stepUpdateQ(size_t s, size_t a, size_t s1, double rew);
 
            size_t getS() const;
 
            size_t getA() const;
 
            const QFunction & getQFunction() const;
 
        private:
            size_t S, A;
            double alpha_, beta_;
            double discount_;
 
            QFunction q_;
    };
 
    template <IsGenerativeModel M>
    HystereticQLearning::HystereticQLearning(const M& model, const double alpha, const double beta) :
            HystereticQLearning(model.getS(), model.getA(), model.getDiscount(), alpha, beta) {}
 
}
#endif