- refactored
git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@594 b431acfa-c32f-4a4a-93f1-934dc6c82436
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/*
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* To change this license header, choose License Headers in Project Properties.
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* To change this template file, choose Tools | Templates
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* and open the template in the editor.
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*/
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/*
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* File: Layer.cpp
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* Author: jens
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*
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* Created on 25. Oktober 2019, 08:13
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*/
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#include "Layer.hpp"
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using namespace std;
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Layer::Layer(const string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
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: Rbm(numVisibleX*numVisibleY, numHidden)
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, upper(nullptr)
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, lower(nullptr)
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, m_name(name)
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, m_id(id)
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, m_numVisibleX(numVisibleX)
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, m_numVisibleY(numVisibleY)
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{
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cout << "Create Layer " << m_name << "." << to_string((int)m_id) << endl;
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m_weightsFile = m_name + "." + to_string((int)m_id) + string(".weights.dat");
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}
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Layer::Layer(const Layer& orig)
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: Rbm(orig.bv().n_elem, orig.bh().n_elem)
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, upper(nullptr)
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, lower(nullptr)
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, m_name(orig.m_name)
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, m_weightsFile(orig.m_weightsFile)
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, m_id(orig.m_id)
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, m_numVisibleX(orig.m_numVisibleX)
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, m_numVisibleY(orig.m_numVisibleY)
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{
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}
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Layer::~Layer()
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{
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}
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bool Layer::loadWeights(const string &prjname)
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{
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int numVisibleX;
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int numVisibleY;
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int numHidden;
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string filename = m_weightsFile;
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if (prjname.size() > 0)
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{
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filename = prjname + string(".") + m_weightsFile;
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}
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FILE *pFile = fopen(filename.c_str(),"r");
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if (!pFile)
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{
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std::cout << "loadWeights(): Could not open " << filename << " for reading!" << std::endl;
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return false;
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}
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int result = fscanf(pFile, "%d %d %d\n", &numVisibleX, &numVisibleY, &numHidden);
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if (result < 0)
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{
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return false;
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}
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size_t numVisible = numVisibleX*numVisibleY;
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int i, j;
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float v;
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for (i=0; i < numVisible; i++)
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{
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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{
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m_bv(i) = v;
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}
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}
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for (i=0; i < numHidden; i++)
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{
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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{
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m_bh(i) = v;
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}
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}
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for (i=0; i < numVisible; i++)
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{
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for (j=0; j < numHidden; j++)
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{
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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{
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m_w(i, j) = v;
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}
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}
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}
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fclose(pFile);
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return true;
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}
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bool Layer::saveWeights(const string &prjname)
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{
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string filename = m_weightsFile;
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if (prjname.size() > 0)
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{
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filename = prjname + string(".") + m_weightsFile;
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}
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FILE *pFile = fopen(filename.c_str(),"w");
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if (!pFile)
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{
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std::cout << "saveWeights(): Could not open " << filename << " for writing!" << std::endl;
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return false;
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}
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int numHidden = m_bh.n_elem;
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int numVisible = m_bv.n_elem;
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fprintf(pFile, "%d %d %d\n", (int)m_numVisibleX, (int)m_numVisibleY, numHidden);
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int i, j;
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for (i=0; i < numVisible; i++)
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{
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fprintf(pFile, "%3.6f\n", m_bv(i));
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}
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for (i=0; i < numHidden; i++)
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{
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fprintf(pFile, "%3.6f\n", m_bh(i));
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}
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for (i=0; i < numVisible; i++)
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{
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for (j=0; j < numHidden; j++)
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{
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fprintf(pFile, "%3.6f ", m_w(i,j));
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}
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fprintf(pFile, "\n");
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}
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fclose(pFile);
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return true;
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}
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Json::Value Layer::toJson() const
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{
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std::cout << "Exporting Layer " << to_string((int)m_id) << std::endl;
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Json::Value layer;
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layer["name"] = m_name;
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layer["id"] = (int)m_id;
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layer["weights_file"] = m_weightsFile;
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layer["numVisibleX"] = (int)m_numVisibleX;
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layer["numVisibleY"] = (int)m_numVisibleY;
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layer["numHidden"] = (int)m_bh.n_elem;
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layer["rbm"] = Rbm::toJson();
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return layer;
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}
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arma::mat Layer::up_pass(const arma::mat &hidden)
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{
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arma::mat reconstruction = toVisibleProbs(hidden);
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if (upper)
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{
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return upper->up_pass(reconstruction);
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}
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return toHiddenProbs(reconstruction);
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}
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arma::mat Layer::down_pass(const arma::mat &visible)
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{
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arma::mat hidden = toHiddenProbs(visible);
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if (lower)
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{
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return lower->down_pass(hidden);
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}
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return toVisibleProbs(hidden);
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}
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