Rbm/source/Stack.hpp

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/* 
 * File:   Stack.hpp
 * Author: jens
 *
 * Created on 25. Oktober 2019, 18:26
 */

#ifndef STACK_HPP
#define STACK_HPP

#include <string>
#include <vector>
#include <armadillo>
#include <jsoncpp/json/json.h>
#include "Layer.hpp"

class LayerConstructor
{
public:
	LayerConstructor() {}
	virtual ~LayerConstructor() {}
	
	virtual Layer* onConstruct(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
	{
		return nullptr;
	}
};

class Stack
{
public:
	Stack(const std::string &name);
	Stack(const Stack& orig);
	virtual ~Stack();
	
	size_t numLayers();
	void addLayer(Layer *pLayer);
	void delLayer(Layer *pLayer);
	Layer* getLayer(size_t layerId) const;

	void train(size_t layerId, const arma::mat& batch, Rbm::IListener* pListener);
	void train(const arma::mat& batch, Rbm::IListener* pListener);
	bool load(LayerConstructor *pLayerConstructor=nullptr);
	bool save();
	void weightsInit(double stddev);
	bool loadWeights();
	bool saveWeights();
	
	static size_t numTraining(const arma::mat &batch);
	static void addTraining(arma::mat &batch, const arma::mat &toAdd);
	static void delTraining(arma::mat &batch, int index);
	arma::mat loadTraining();
	
private:
	std::string m_name;
	Layer *m_pLayers;
	
};


#endif /* STACK_HPP */