pmlpp/mlpp/multi_output_layer/multi_output_layer_old.h

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#ifndef MLPP_MULTI_OUTPUT_LAYER_OLD_H
#define MLPP_MULTI_OUTPUT_LAYER_OLD_H
//
// MultiOutputLayer.hpp
//
// Created by Marc Melikyan on 11/4/20.
//
#include "core/math/math_defs.h"
#include "core/string/ustring.h"
#include "core/object/reference.h"
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#include "../activation/activation_old.h"
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#include "../cost/cost_old.h"
#include "../regularization/reg.h"
#include "../utilities/utilities.h"
#include "../lin_alg/mlpp_matrix.h"
#include "../lin_alg/mlpp_vector.h"
#include <map>
#include <string>
#include <vector>
class MLPPOldMultiOutputLayer {
public:
MLPPOldMultiOutputLayer(int n_output, int n_hidden, std::string activation, std::string cost, std::vector<std::vector<real_t>> input, std::string weightInit, std::string reg, real_t lambda, real_t alpha);
int n_output;
int n_hidden;
std::string activation;
std::string cost;
std::vector<std::vector<real_t>> input;
std::vector<std::vector<real_t>> weights;
std::vector<real_t> bias;
std::vector<std::vector<real_t>> z;
std::vector<std::vector<real_t>> a;
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std::map<std::string, std::vector<std::vector<real_t>> (MLPPActivationOld::*)(std::vector<std::vector<real_t>>, bool)> activation_map;
std::map<std::string, std::vector<real_t> (MLPPActivationOld::*)(std::vector<real_t>, bool)> activationTest_map;
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std::map<std::string, real_t (MLPPCostOld::*)(std::vector<std::vector<real_t>>, std::vector<std::vector<real_t>>)> cost_map;
std::map<std::string, std::vector<std::vector<real_t>> (MLPPCostOld::*)(std::vector<std::vector<real_t>>, std::vector<std::vector<real_t>>)> costDeriv_map;
std::vector<real_t> z_test;
std::vector<real_t> a_test;
std::vector<std::vector<real_t>> delta;
// Regularization Params
std::string reg;
real_t lambda; /* Regularization Parameter */
real_t alpha; /* This is the controlling param for Elastic Net*/
std::string weightInit;
void forwardPass();
void Test(std::vector<real_t> x);
};
#endif /* MultiOutputLayer_hpp */