- pass numContext
- fixed crash when numContext == 0 git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@761 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
+10
-7
@@ -14,8 +14,8 @@
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#include "Layer.hpp"
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#include "Layer.hpp"
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using namespace std;
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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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Layer::Layer(const string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext)
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: Rbm(numVisibleX*numVisibleY, numHidden, numHidden)
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: Rbm(numVisibleX*numVisibleY, numHidden, numContext)
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, next(nullptr)
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, next(nullptr)
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, prev(nullptr)
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, prev(nullptr)
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, m_name(name)
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, m_name(name)
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@@ -73,23 +73,25 @@ bool Layer::loadWeights(const string &prjname)
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int i, j;
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int i, j;
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float v;
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float v;
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arma::mat _bv(1, numVisible);
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for (i=0; i < numVisible; i++)
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for (i=0; i < numVisible; i++)
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{
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{
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result = fscanf(pFile, "%f", &v);
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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if (result > 0)
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{
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{
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m_bv(i) = v;
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_bv(i) = v;
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}
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}
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}
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}
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arma::mat _bhv(1, numHidden);
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for (i=0; i < numHidden; i++)
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for (i=0; i < numHidden; i++)
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{
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{
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result = fscanf(pFile, "%f", &v);
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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if (result > 0)
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{
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{
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m_bhv(i) = v;
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_bhv(i) = v;
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}
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}
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}
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}
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arma::mat weights(numVisible, numHidden);
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arma::mat _whv(numVisible, numHidden);
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for (i=0; i < numVisible; i++)
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for (i=0; i < numVisible; i++)
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{
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{
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for (j=0; j < numHidden; j++)
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for (j=0; j < numHidden; j++)
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@@ -98,11 +100,11 @@ bool Layer::loadWeights(const string &prjname)
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result = fscanf(pFile, "%f", &v);
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result = fscanf(pFile, "%f", &v);
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if (result > 0)
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if (result > 0)
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{
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{
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weights(i, j) = v;
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_whv(i, j) = v;
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}
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}
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}
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}
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}
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}
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weightsAssign(weights);
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weightsAssign(_whv, _bhv, _bv);
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fclose(pFile);
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fclose(pFile);
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return true;
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return true;
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@@ -162,6 +164,7 @@ Json::Value Layer::toJson() const
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layer["numVisibleX"] = (int)m_numVisibleX;
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layer["numVisibleX"] = (int)m_numVisibleX;
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layer["numVisibleY"] = (int)m_numVisibleY;
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layer["numVisibleY"] = (int)m_numVisibleY;
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layer["numHidden"] = (int)whv().n_cols;
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layer["numHidden"] = (int)whv().n_cols;
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layer["numContext"] = numContext();
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layer["rbm"] = Rbm::toJson();
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layer["rbm"] = Rbm::toJson();
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return layer;
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return layer;
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+1
-1
@@ -26,7 +26,7 @@ public:
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Layer *next;
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Layer *next;
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Layer *prev;
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Layer *prev;
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Layer(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden);
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Layer(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext=0);
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Layer(const Layer& orig);
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Layer(const Layer& orig);
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virtual ~Layer();
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virtual ~Layer();
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@@ -551,6 +551,8 @@ void MainComponent::buttonClicked (Button* buttonThatWasClicked)
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int numVisX = numVisibleLabel->getText().getIntValue();
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int numVisX = numVisibleLabel->getText().getIntValue();
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int numVisY = numVisibleYLabel->getText().getIntValue();
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int numVisY = numVisibleYLabel->getText().getIntValue();
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int numHid = numHiddenLabel->getText().getIntValue();
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int numHid = numHiddenLabel->getText().getIntValue();
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int numCtx = 0;
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if (!m_stack)
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if (!m_stack)
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{
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{
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m_stack = new Stack(m_file.getParentDirectory().getFullPathName().toStdString(), std::string(projectNameLabel->getText().getCharPointer()));
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m_stack = new Stack(m_file.getParentDirectory().getFullPathName().toStdString(), std::string(projectNameLabel->getText().getCharPointer()));
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@@ -561,7 +563,7 @@ void MainComponent::buttonClicked (Button* buttonThatWasClicked)
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numVisX = pPrev->bh().n_elem;
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numVisX = pPrev->bh().n_elem;
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numVisY = 1;
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numVisY = 1;
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}
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}
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m_stack->addLayer(onConstruct("Layer", next_index, numVisX, numVisY, numHid));
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m_stack->addLayer(onConstruct("Layer", next_index, numVisX, numVisY, numHid, numCtx));
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m_rbmSelect->addItem(String(next_index), next_index+1);
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m_rbmSelect->addItem(String(next_index), next_index+1);
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m_rbmSelect->setSelectedId(next_index+1, sendNotification);
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m_rbmSelect->setSelectedId(next_index+1, sendNotification);
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//[/UserButtonCode_createButton]
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//[/UserButtonCode_createButton]
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@@ -72,9 +72,9 @@ public:
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void mouseDoubleClick (const MouseEvent& e);
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void mouseDoubleClick (const MouseEvent& e);
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void mouseWheelMove (const MouseEvent& e, const MouseWheelDetails& wheel);
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void mouseWheelMove (const MouseEvent& e, const MouseWheelDetails& wheel);
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Layer* onConstruct(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
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Layer* onConstruct(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext)
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{
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{
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RbmComponent *pComp = new RbmComponent(name, id, numVisibleX, numVisibleY, numHidden);
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RbmComponent *pComp = new RbmComponent(name, id, numVisibleX, numVisibleY, numHidden, numContext);
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addAndMakeVisible(pComp);
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addAndMakeVisible(pComp);
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return static_cast<Layer*>(pComp);
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return static_cast<Layer*>(pComp);
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}
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}
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+2
-1
@@ -21,13 +21,14 @@ Rbm::Rbm(size_t numVisible, size_t numHidden, size_t numContext)
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, m_whv(numVisible+numContext, numHidden)
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, m_whv(numVisible+numContext, numHidden)
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, m_bhv(1, numHidden)
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, m_bhv(1, numHidden)
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, m_bv(1, numVisible+numContext)
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, m_bv(1, numVisible+numContext)
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, m_ctx(1, numContext)
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, m_ctx()
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{
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{
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assert(numVisible > 0);
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assert(numVisible > 0);
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assert(numHidden > 0);
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assert(numHidden > 0);
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if (numContext)
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if (numContext)
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{
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{
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assert(numContext == numHidden);
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assert(numContext == numHidden);
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m_ctx.resize(1, numContext);
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}
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}
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Noise_Init(&m_noise, 0x32727155);
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Noise_Init(&m_noise, 0x32727155);
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}
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}
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+21
-3
@@ -119,10 +119,13 @@ public:
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virtual ~Rbm();
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virtual ~Rbm();
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void weightsInit(double stddev, double mu=0.0);
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void weightsInit(double stddev, double mu=0.0);
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void weightsAssign(const arma::mat &w)
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void weightsAssign(const arma::mat &w, const arma::mat &bhv, const arma::mat &bv)
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{
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{
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m_whv.submat(0, 0, w.n_rows-1, w.n_cols-1) = w;
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m_whv.submat(0, 0, w.n_rows-1, w.n_cols-1) = w;
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m_bhv.submat(0, 0, bhv.n_rows-1, bhv.n_cols-1) = bhv;
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m_bv.submat(0, 0, bv.n_rows-1, bv.n_cols-1) = bv;
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}
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}
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void train(arma::mat const &batch, IListener *pListener=nullptr);
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void train(arma::mat const &batch, IListener *pListener=nullptr);
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static arma::mat normalize(const arma::mat &hidden);
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static arma::mat normalize(const arma::mat &hidden);
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@@ -141,12 +144,27 @@ public:
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arma::mat toHiddenProbs(const arma::mat &visible) const
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arma::mat toHiddenProbs(const arma::mat &visible) const
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{
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{
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return Rbm::prob(v_to_h(arma::join_rows(visible, m_ctx)));
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return Rbm::prob(v_to_h(arma::join_rows(visible, m_ctx)));
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}
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}
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arma::mat toVisibleProbs(const arma::mat &hidden) const
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arma::mat toVisibleProbs(const arma::mat &hidden) const
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{
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{
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return arma::reshape(Rbm::prob(h_to_v(hidden)), 1, m_bv.n_cols-m_bhv.n_cols);
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return arma::reshape(Rbm::prob(h_to_v(hidden)), 1, numVisible() - numContext());
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}
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size_t numContext() const
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{
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return m_ctx.size();
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}
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size_t numHidden() const
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{
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return m_bhv.size();
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}
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size_t numVisible() const
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{
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return m_bv.size();
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}
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}
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private:
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private:
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@@ -23,8 +23,8 @@
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//==============================================================================
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//==============================================================================
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RbmComponent::RbmComponent (const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
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RbmComponent::RbmComponent (const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext)
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: Layer(name, id, numVisibleX, numVisibleY, numHidden)
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: Layer(name, id, numVisibleX, numVisibleY, numHidden, numContext)
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, m_currWeightIndexToDraw(0)
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, m_currWeightIndexToDraw(0)
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, DrawTraining(nullptr)
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, DrawTraining(nullptr)
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, DrawReconstruction(nullptr)
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, DrawReconstruction(nullptr)
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@@ -41,7 +41,7 @@ class RbmComponent : public Component
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{
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{
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public:
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public:
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//==============================================================================
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//==============================================================================
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RbmComponent (const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden);
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RbmComponent (const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext);
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~RbmComponent();
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~RbmComponent();
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//==============================================================================
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//==============================================================================
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+3
-2
@@ -116,15 +116,16 @@ bool Stack::load(LayerConstructor *pLayerConstructor)
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int numVisibleX = layer["numVisibleX"].asInt();
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int numVisibleX = layer["numVisibleX"].asInt();
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int numVisibleY = layer["numVisibleY"].asInt();
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int numVisibleY = layer["numVisibleY"].asInt();
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int numHidden = layer["numHidden"].asInt();
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int numHidden = layer["numHidden"].asInt();
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int numContext = layer["numContext"].asInt();
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Layer *pLayer = nullptr;
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Layer *pLayer = nullptr;
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if (!pLayerConstructor)
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if (!pLayerConstructor)
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{
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{
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pLayer = new Layer(layername, i, numVisibleX, numVisibleY, numHidden);
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pLayer = new Layer(layername, i, numVisibleX, numVisibleY, numHidden, numContext);
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}
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}
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else
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else
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{
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{
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pLayer = pLayerConstructor->onConstruct(layername, i, numVisibleX, numVisibleY, numHidden);
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pLayer = pLayerConstructor->onConstruct(layername, i, numVisibleX, numVisibleY, numHidden, numContext);
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}
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}
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assert(pLayer != nullptr);
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assert(pLayer != nullptr);
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+1
-1
@@ -26,7 +26,7 @@ public:
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LayerConstructor() {}
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LayerConstructor() {}
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virtual ~LayerConstructor() {}
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virtual ~LayerConstructor() {}
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virtual Layer* onConstruct(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden)
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virtual Layer* onConstruct(const std::string &name, size_t id, size_t numVisibleX, size_t numVisibleY, size_t numHidden, size_t numContext)
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{
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{
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return nullptr;
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return nullptr;
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}
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}
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