- moved all functions to Layer

- added Stack

git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@577 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
2019-10-25 16:41:39 +00:00
parent 3e90330cd1
commit c68faa894e
7 changed files with 192 additions and 14 deletions
+1 -1
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@@ -1,5 +1,5 @@
CONFIG ?= release CONFIG ?= release
SRCS := source/main.cpp source/Rbm.cpp source/Layer.cpp source/noise.c SRCS := source/main.cpp source/Rbm.cpp source/Layer.cpp source/Stack.cpp
LIBS := -larmadillo -ljsoncpp LIBS := -larmadillo -ljsoncpp
+44
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@@ -0,0 +1,44 @@
/*
* 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: ILayer.hpp
* Author: jens
*
* Created on 25. Oktober 2019, 18:33
*/
#ifndef ILAYER_HPP
#define ILAYER_HPP
#include <armadillo>
class ILayer
{
public:
ILayer *upper;
ILayer *lower;
ILayer()
: upper(nullptr)
, lower(nullptr)
{}
virtual ~ILayer()
{}
virtual void up_pass(arma::mat const &v) = 0;
virtual void down_pass(arma::mat &dst, arma::mat const &src) = 0;
void registerLayer(ILayer *pLayer)
{
lower = pLayer;
pLayer->upper = this;
}
};
#endif /* ILAYER_HPP */
+66 -2
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@@ -14,10 +14,12 @@
#include "Layer.hpp" #include "Layer.hpp"
using namespace std; using namespace std;
Layer::Layer(const string &prjname, size_t id, size_t numVisible, size_t numHidden) Layer::Layer(const string &prjname, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
: m_prjname(prjname) : m_prjname(prjname)
, m_id(id) , m_id(id)
, m_rbm(m_rbm_params, numVisible, numHidden) , m_numVisibleX(numVisibleX)
, m_numVisibleY(numVisibleY)
, m_rbm(m_rbm_params, numVisibleX*numVisibleY, numHidden)
{ {
} }
@@ -25,23 +27,85 @@ Layer::Layer(const string &prjname, size_t id, size_t numVisible, size_t numHidd
Layer::Layer(const Layer& orig) Layer::Layer(const Layer& orig)
: m_prjname(orig.m_prjname) : m_prjname(orig.m_prjname)
, m_id(orig.m_id) , m_id(orig.m_id)
, m_numVisibleX(orig.m_numVisibleX)
, m_numVisibleY(orig.m_numVisibleY)
, m_rbm_params(orig.m_rbm_params) , m_rbm_params(orig.m_rbm_params)
, m_rbm(orig.m_rbm) , m_rbm(orig.m_rbm)
{ {
m_weightsFile = m_prjname + string(".weights.dat");
} }
Layer::~Layer() Layer::~Layer()
{ {
} }
void Layer::saveWeight()
{
FILE *pFile;
pFile = fopen(m_weightsFile.c_str(), "w");
if (!pFile)
{
std::cout << "Could not open " << m_weightsFile << "!" << std::endl;
return;
}
const arma::mat &bv = rbm().bv();
const arma::mat &bh = rbm().bh();
const arma::mat &w = rbm().w();
size_t numHidden = bh.n_elem;
size_t numVisible = bv.n_elem;
fprintf(pFile, "%d %d %d\n", (int)m_numVisibleX, (int)m_numVisibleY, (int)numHidden);
uint32_t i, j;
for (i=0; i < numVisible; i++)
{
fprintf(pFile, "%3.6f\n", bv(i));
}
for (i=0; i < numHidden; i++)
{
fprintf(pFile, "%3.6f\n", bh(i));
}
for (i=0; i < numVisible; i++)
{
for (j=0; j < numHidden; j++)
{
fprintf(pFile, "%3.6f ", w(i,j));
}
fprintf(pFile, "\n");
}
fclose(pFile);
}
Rbm& Layer::rbm()
{
return m_rbm;
}
Json::Value Layer::toJson() const Json::Value Layer::toJson() const
{ {
Json::Value layer; Json::Value layer;
layer["name"] = string("Layer ") + to_string((int)m_id); layer["name"] = string("Layer ") + to_string((int)m_id);
layer["weights_file"] = m_prjname + string(".weights.dat"); layer["weights_file"] = m_prjname + string(".weights.dat");
layer["numVisibleX"] = to_string((int)m_numVisibleX);
layer["numVisibleY"] = to_string((int)m_numVisibleX);
layer["rbm"] = m_rbm.toJson(); layer["rbm"] = m_rbm.toJson();
return layer; return layer;
} }
void Layer::up_pass(const arma::mat& v)
{
}
void Layer::down_pass(arma::mat& dst, const arma::mat& src)
{
}
+11 -2
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@@ -19,19 +19,28 @@
#include <armadillo> #include <armadillo>
#include <jsoncpp/json/json.h> #include <jsoncpp/json/json.h>
#include "Rbm.hpp" #include "Rbm.hpp"
#include "ILayer.hpp"
class Layer class Layer : public ILayer
{ {
public: public:
Layer(const std::string &prjname, size_t id, size_t numVisible, size_t numHidden); Layer(const std::string &prjname, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden);
Layer(const Layer& orig); Layer(const Layer& orig);
virtual ~Layer(); virtual ~Layer();
Json::Value toJson() const; Json::Value toJson() const;
Rbm& rbm();
void saveWeight();
void up_pass(const arma::mat& v) override;
void down_pass(arma::mat& dst, const arma::mat& src) override;
private: private:
const std::string &m_prjname; const std::string &m_prjname;
std::string m_weightsFile;
size_t m_id; size_t m_id;
size_t m_numVisibleX;
size_t m_numVisibleY;
Rbm::Params m_rbm_params; Rbm::Params m_rbm_params;
Rbm m_rbm; Rbm m_rbm;
+27
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@@ -0,0 +1,27 @@
/*
* 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: Stack.cpp
* Author: jens
*
* Created on 25. Oktober 2019, 18:26
*/
#include "Stack.hpp"
Stack::Stack()
{
}
Stack::Stack(const Stack& orig)
{
}
Stack::~Stack()
{
}
+36
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@@ -0,0 +1,36 @@
/*
* 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: Stack.hpp
* Author: jens
*
* Created on 25. Oktober 2019, 18:26
*/
#ifndef STACK_HPP
#define STACK_HPP
#include <armadillo>
#include <jsoncpp/json/json.h>
#include "Layer.hpp"
class Stack
{
public:
Stack();
Stack(const Stack& orig);
virtual ~Stack();
void addLayer(const Layer &layer);
const Layer& getLayer();
private:
};
#endif /* STACK_HPP */
+6 -8
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@@ -144,22 +144,20 @@ int main()
arma::mat batch = loadTraining(project + string(".training.dat")); arma::mat batch = loadTraining(project + string(".training.dat"));
size_t numTraining = batch.n_rows; size_t numTraining = batch.n_rows;
size_t numVisible = batch.n_cols; size_t numVisibleX = 28;
size_t numVisibleY = 28;
size_t numHidden = 64; size_t numHidden = 64;
Layer layer(project, 0, numVisible, numHidden); Layer layer(project, 0, numVisibleX, numVisibleY, numHidden);
saveProject(project, layer, numTraining); saveProject(project, layer, numTraining);
printf("Loaded %d training samples\n", (int)numTraining); printf("Loaded %d training samples\n", (int)numTraining);
arma::mat w = arma::zeros(numVisible, numHidden); Rbm &rbm = layer.rbm();
arma::mat bv = arma::zeros(1, numVisible);
arma::mat bh = arma::zeros(1, numHidden);
Rbm rbm(rbmParams, numVisible, numHidden);
rbm.train(batch, 1000, 100, &statusDisplay); rbm.train(batch, 1000, 100, &statusDisplay);
saveWeight(project + string(".weights.dat"), 28, 28, rbm.w(), rbm.bv(), rbm.bh()); layer.saveWeight();
arma::mat v = arma::randu(numTraining, numVisible); arma::mat v = arma::randu(numTraining, numVisibleX*numVisibleY);
arma::mat h = rbm.toHiddenProbs(v); arma::mat h = rbm.toHiddenProbs(v);
arma::mat r = rbm.toVisibleProbs(h); arma::mat r = rbm.toVisibleProbs(h);
return 0; return 0;