- read/write of Stack project
git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@589 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
+26
-15
@@ -14,25 +14,25 @@
|
||||
#include "RbmLayer.hpp"
|
||||
using namespace std;
|
||||
|
||||
RbmLayer::RbmLayer(const string &prjname, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, const Rbm::Params ¶ms)
|
||||
RbmLayer::RbmLayer(const string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, const Rbm::Params ¶ms)
|
||||
: Rbm(params, numVisibleX*numVisibleY, numHidden)
|
||||
, upper(nullptr)
|
||||
, lower(nullptr)
|
||||
, m_prjname(prjname)
|
||||
, m_name(name)
|
||||
, m_id(id)
|
||||
, m_numVisibleX(numVisibleX)
|
||||
, m_numVisibleY(numVisibleY)
|
||||
, m_rbm_params(params)
|
||||
{
|
||||
cout << "Create Layer " << m_prjname << "::" << to_string((int)m_id) << endl;
|
||||
m_weightsFile = m_prjname + string(".weights.") + to_string((int)m_id) + string(".dat");
|
||||
cout << "Create Layer " << m_name << "." << to_string((int)m_id) << endl;
|
||||
m_weightsFile = m_name + "." + to_string((int)m_id) + string(".weights.dat");
|
||||
}
|
||||
|
||||
RbmLayer::RbmLayer(const RbmLayer& orig)
|
||||
: Rbm(orig.m_rbm_params, orig.bv().n_elem, orig.bh().n_elem)
|
||||
, upper(nullptr)
|
||||
, lower(nullptr)
|
||||
, m_prjname(orig.m_prjname)
|
||||
, m_name(orig.m_name)
|
||||
, m_weightsFile(orig.m_weightsFile)
|
||||
, m_id(orig.m_id)
|
||||
, m_numVisibleX(orig.m_numVisibleX)
|
||||
@@ -45,18 +45,22 @@ RbmLayer::~RbmLayer()
|
||||
{
|
||||
}
|
||||
|
||||
bool RbmLayer::loadWeights()
|
||||
bool RbmLayer::loadWeights(const string &prjname)
|
||||
{
|
||||
int numVisibleX;
|
||||
int numVisibleY;
|
||||
int numHidden;
|
||||
FILE *pFile;
|
||||
|
||||
pFile = fopen(m_weightsFile.c_str(),"r");
|
||||
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 " << m_weightsFile << " for reading!" << std::endl;
|
||||
std::cout << "loadWeights(): Could not open " << filename << " for reading!" << std::endl;
|
||||
return false;
|
||||
}
|
||||
|
||||
@@ -103,13 +107,18 @@ bool RbmLayer::loadWeights()
|
||||
return true;
|
||||
}
|
||||
|
||||
bool RbmLayer::saveWeights()
|
||||
bool RbmLayer::saveWeights(const string &prjname)
|
||||
{
|
||||
FILE *pFile = fopen(m_weightsFile.c_str(), "w");
|
||||
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 " << m_weightsFile << " for writing!" << std::endl;
|
||||
std::cout << "saveWeights(): Could not open " << filename << " for writing!" << std::endl;
|
||||
return false;
|
||||
}
|
||||
|
||||
@@ -144,10 +153,12 @@ Json::Value RbmLayer::toJson() const
|
||||
{
|
||||
std::cout << "Exporting RbmLayer " << to_string((int)m_id) << std::endl;
|
||||
Json::Value layer;
|
||||
layer["name"] = string("Layer ") + to_string((int)m_id);
|
||||
layer["name"] = m_name;
|
||||
layer["id"] = (int)m_id;
|
||||
layer["weights_file"] = m_weightsFile;
|
||||
layer["numVisibleX"] = to_string((int)m_numVisibleX);
|
||||
layer["numVisibleY"] = to_string((int)m_numVisibleX);
|
||||
layer["numVisibleX"] = (int)m_numVisibleX;
|
||||
layer["numVisibleY"] = (int)m_numVisibleX;
|
||||
layer["numHidden"] = (int)m_bh.n_elem;
|
||||
layer["rbm"] = Rbm::toJson();
|
||||
|
||||
return layer;
|
||||
|
||||
+3
-3
@@ -32,8 +32,8 @@ public:
|
||||
virtual ~RbmLayer();
|
||||
|
||||
Json::Value toJson() const;
|
||||
bool loadWeights();
|
||||
bool saveWeights();
|
||||
bool loadWeights(const std::string &prjname="");
|
||||
bool saveWeights(const std::string &prjname="");
|
||||
|
||||
arma::mat up_pass(const arma::mat& hidden);
|
||||
arma::mat down_pass(const arma::mat& visible);
|
||||
@@ -44,7 +44,7 @@ public:
|
||||
}
|
||||
|
||||
private:
|
||||
const std::string &m_prjname;
|
||||
const std::string &m_name;
|
||||
std::string m_weightsFile;
|
||||
size_t m_id;
|
||||
size_t m_numVisibleX;
|
||||
|
||||
+33
-5
@@ -65,7 +65,37 @@ RbmLayer* Stack::getLayer(size_t layerId) const
|
||||
|
||||
}
|
||||
|
||||
bool Stack::save(size_t numTraining)
|
||||
bool Stack::load()
|
||||
{
|
||||
std::cout << "Importing Project " << m_prjname << std::endl;
|
||||
ifstream ifs(m_prjname + string(".prj"));
|
||||
|
||||
Json::Reader reader;
|
||||
Json::Value project;
|
||||
reader.parse(ifs, project);
|
||||
|
||||
const string &prjname = project["stack"]["name"].asString();
|
||||
Json::Value &layers = project["stack"]["layers"];
|
||||
|
||||
for (int i=0; i < layers.size(); i++)
|
||||
{
|
||||
Json::Value &layer = layers[i];
|
||||
|
||||
string layername = layer["name"].asString();
|
||||
int numVisibleX = layer["numVisibleX"].asInt();
|
||||
int numVisibleY = layer["numVisibleY"].asInt();
|
||||
int numHidden = layer["numHidden"].asInt();
|
||||
Json::Value &rbm = layer["rbm"]["params"];
|
||||
Rbm::Params params;
|
||||
params.fromJson(rbm);
|
||||
|
||||
addLayer(new RbmLayer(layername, i, numVisibleX, numVisibleY, numHidden, params));
|
||||
}
|
||||
|
||||
return true;
|
||||
}
|
||||
|
||||
bool Stack::save()
|
||||
{
|
||||
std::cout << "Exporting Project " << m_prjname << std::endl;
|
||||
ofstream ofs(m_prjname + string(".prj"));
|
||||
@@ -73,8 +103,6 @@ bool Stack::save(size_t numTraining)
|
||||
Json::StyledWriter writer;
|
||||
Json::Value project;
|
||||
project["stack"]["name"] = m_prjname;
|
||||
project["stack"]["num_training"] = (int)numTraining;
|
||||
project["stack"]["training_file"] = m_prjname + string(".training.dat");
|
||||
|
||||
Json::Value layers(Json::arrayValue);
|
||||
RbmLayer *pLayer = m_pLayers;
|
||||
@@ -95,7 +123,7 @@ bool Stack::loadWeights()
|
||||
RbmLayer *pLayer = m_pLayers;
|
||||
while(pLayer)
|
||||
{
|
||||
if (!pLayer->loadWeights())
|
||||
if (!pLayer->loadWeights(m_prjname))
|
||||
{
|
||||
return false;
|
||||
}
|
||||
@@ -109,7 +137,7 @@ bool Stack::saveWeights()
|
||||
RbmLayer *pLayer = m_pLayers;
|
||||
while(pLayer)
|
||||
{
|
||||
if (!pLayer->saveWeights())
|
||||
if (!pLayer->saveWeights(m_prjname))
|
||||
{
|
||||
return false;
|
||||
}
|
||||
|
||||
+2
-1
@@ -32,7 +32,8 @@ public:
|
||||
|
||||
void train(size_t layerId, const arma::mat& batch, size_t miniBatchSize, size_t numEpochs, Rbm::IListener* pListener);
|
||||
void train(const arma::mat& batch, size_t miniBatchSize, size_t numEpochs, Rbm::IListener* pListener);
|
||||
bool save(size_t numTraining);
|
||||
bool load();
|
||||
bool save();
|
||||
bool loadWeights();
|
||||
bool saveWeights();
|
||||
|
||||
|
||||
+7
-3
@@ -94,22 +94,26 @@ int main()
|
||||
|
||||
printf("Loaded %d training samples\n", (int)numTraining);
|
||||
|
||||
#if 0
|
||||
int i=0;
|
||||
RbmLayer *lowerLayer = new RbmLayer(project, i, numVisibleX, numVisibleY, numHidden, rbmParams);
|
||||
RbmLayer *lowerLayer = new RbmLayer("Layer", i, numVisibleX, numVisibleY, numHidden, rbmParams);
|
||||
stack.addLayer(lowerLayer);
|
||||
numHidden >>= 1;
|
||||
|
||||
i++;
|
||||
for (i; i < 4; i++)
|
||||
{
|
||||
RbmLayer *layer = new RbmLayer(project, i, lowerLayer->bh().n_elem, 1, numHidden, rbmParams);
|
||||
RbmLayer *layer = new RbmLayer("Layer", i, lowerLayer->bh().n_elem, 1, numHidden, rbmParams);
|
||||
lowerLayer = layer;
|
||||
stack.addLayer(layer);
|
||||
numHidden >>= 1;
|
||||
}
|
||||
|
||||
// Save project
|
||||
stack.save(numTraining);
|
||||
stack.save();
|
||||
#else
|
||||
stack.load();
|
||||
#endif
|
||||
|
||||
// Load weights
|
||||
stack.loadWeights();
|
||||
|
||||
Reference in New Issue
Block a user