- refactored

git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@594 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
2019-10-28 20:05:58 +00:00
parent 8a37ee6a69
commit 0f1631fe60
6 changed files with 34 additions and 34 deletions
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/*
* 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)
, upper(nullptr)
, lower(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)
, upper(nullptr)
, lower(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 + string(".") + m_weightsFile;
}
FILE *pFile = fopen(filename.c_str(),"r");
if (!pFile)
{
std::cout << "loadWeights(): Could not open " << filename << " for reading!" << std::endl;
return false;
}
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_w(i, j) = v;
}
}
}
fclose(pFile);
return true;
}
bool Layer::saveWeights(const string &prjname)
{
string filename = m_weightsFile;
if (prjname.size() > 0)
{
filename = prjname + string(".") + m_weightsFile;
}
FILE *pFile = fopen(filename.c_str(),"w");
if (!pFile)
{
std::cout << "saveWeights(): Could not open " << filename << " for writing!" << std::endl;
return false;
}
int numHidden = m_bh.n_elem;
int numVisible = m_bv.n_elem;
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_w(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;
}
arma::mat Layer::up_pass(const arma::mat &hidden)
{
arma::mat reconstruction = toVisibleProbs(hidden);
if (upper)
{
return upper->up_pass(reconstruction);
}
return toHiddenProbs(reconstruction);
}
arma::mat Layer::down_pass(const arma::mat &visible)
{
arma::mat hidden = toHiddenProbs(visible);
if (lower)
{
return lower->down_pass(hidden);
}
return toVisibleProbs(hidden);
}