- 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:
2019-10-28 18:55:12 +00:00
parent 9bfee1ae16
commit 43b475eac1
5 changed files with 71 additions and 27 deletions
+26 -15
View File
@@ -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 &params)
RbmLayer::RbmLayer(const string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, const Rbm::Params &params)
: 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
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@@ -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
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@@ -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
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@@ -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
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@@ -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();