/* * To change this license header, choose License Headers in Project Properties. * To change this template file, choose Tools | Templates * and open the template in the editor. */ /* * File: Layer.cpp * Author: jens * * Created on 25. Oktober 2019, 08:13 */ #include "Layer.hpp" using namespace std; Layer::Layer(const string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden) : Rbm(numVisibleX*numVisibleY, numHidden) , next(nullptr) , prev(nullptr) , m_name(name) , m_id(id) , m_numVisibleX(numVisibleX) , m_numVisibleY(numVisibleY) { cout << "Create Layer " << m_name << "." << to_string((int)m_id) << endl; m_weightsFile = m_name + "." + to_string((int)m_id) + string(".weights.dat"); } Layer::Layer(const Layer& orig) : Rbm(orig.bv().n_elem, orig.bh().n_elem) , next(nullptr) , prev(nullptr) , m_name(orig.m_name) , m_weightsFile(orig.m_weightsFile) , m_id(orig.m_id) , m_numVisibleX(orig.m_numVisibleX) , m_numVisibleY(orig.m_numVisibleY) { } Layer::~Layer() { } bool Layer::loadWeights(const string &prjname) { int numVisibleX; int numVisibleY; int numHidden; string filename = m_weightsFile; if (prjname.size() > 0) { filename = prjname + "." + m_weightsFile; } FILE *pFile = fopen(filename.c_str(),"r"); if (!pFile) { std::cout << "loadWeights(): Could not open " << filename << " for reading!" << std::endl; return false; } std::cout << "Importing weights for " << m_name << "." << to_string((int)m_id) << std::endl; int result = fscanf(pFile, "%d %d %d\n", &numVisibleX, &numVisibleY, &numHidden); if (result < 0) { return false; } size_t numVisible = numVisibleX*numVisibleY; int i, j; float v; for (i=0; i < numVisible; i++) { result = fscanf(pFile, "%f", &v); if (result > 0) { m_bv(i) = v; } } for (i=0; i < numHidden; i++) { result = fscanf(pFile, "%f", &v); if (result > 0) { m_bh(i) = v; } } for (i=0; i < numVisible; i++) { for (j=0; j < numHidden; j++) { result = fscanf(pFile, "%f", &v); if (result > 0) { m_whv(i, j) = v; } } } fclose(pFile); return true; } bool Layer::saveWeights(const string &prjname) { int numHidden = m_bh.n_elem; int numVisible = m_bv.n_elem; string filename = m_weightsFile; if (prjname.size() > 0) { filename = prjname + "." + m_weightsFile; } FILE *pFile = fopen(filename.c_str(),"w"); if (!pFile) { std::cout << "saveWeights(): Could not open " << filename << " for writing!" << std::endl; return false; } std::cout << "Exporting weights for " << m_name << "." << to_string((int)m_id) << std::endl; fprintf(pFile, "%d %d %d\n", (int)m_numVisibleX, (int)m_numVisibleY, numHidden); int i, j; for (i=0; i < numVisible; i++) { fprintf(pFile, "%3.6f\n", m_bv(i)); } for (i=0; i < numHidden; i++) { fprintf(pFile, "%3.6f\n", m_bh(i)); } for (i=0; i < numVisible; i++) { for (j=0; j < numHidden; j++) { fprintf(pFile, "%3.6f ", m_whv(i,j)); } fprintf(pFile, "\n"); } fclose(pFile); return true; } Json::Value Layer::toJson() const { std::cout << "Exporting Layer " << to_string((int)m_id) << std::endl; Json::Value layer; layer["name"] = m_name; layer["id"] = (int)m_id; layer["weights_file"] = m_weightsFile; layer["numVisibleX"] = (int)m_numVisibleX; layer["numVisibleY"] = (int)m_numVisibleY; layer["numHidden"] = (int)m_bh.n_elem; layer["rbm"] = Rbm::toJson(); return layer; }