- correct energy calc. for BB-RBMs

git-svn-id: http://moon:8086/svn/software/trunk/projects/RBM@39 b431acfa-c32f-4a4a-93f1-934dc6c82436

Source/HiddenLayer.hpp

@@ -23,15 +23,6 @@ public:
 	{
 	}
 
-	double getEnergy(const Weights &weights)
-	{
-		double energy;
-
-		energy = -((Weights&)weights).hiddenBias().transpose() * states();
-
-		return energy;
-	}
-
 private:
 	double accum(Layer &layer, Weights &weights, uint32_t index)
 	{

Source/Layer.hpp

@@ -124,8 +124,6 @@ public:
 		return m_numUnits;
 	}
 
-	virtual double getEnergy(const Weights &weights) = 0;
-
 private:
 	noise_gen_t m_noise;
 
@@ -145,17 +143,16 @@ protected:
 		}
 	}
 
-	void gaussProb(const VectorXd &x, double sigma)
+	void gaussProb(const VectorXd &mu, double sigma)
 	{
 		uint32_t i;
 		double var = sigma*sigma;
 		double k = 1.0/sqrt(2*3.14159265359*var);
-		double mu = 0;
 
 		for (i=0; i < m_numUnits; i++)
 		{
-			double x2 = ((double)x[i]-mu);
+			double x2 = (1-(double)mu[i]);
-			m_probs[i] = 1-exp(-x2*x2/(2*var));
+			m_probs[i] = k*exp(-0.5*x2*x2/var);
 		}
 	}
 };

Source/MainComponent.cpp

@@ -639,6 +639,7 @@ void MainComponent::sliderValueChanged (Slider* sliderThatWasMoved)
 			VisibleLayer &p = (VisibleLayer&)m_layers.getAt((int)sliderThatWasMoved->getValue());
 			DrawTraining->setData(p.states());
 			redrawReconstruction();
+
 		}
         //[/UserSliderCode_patterSlider]
     }
@@ -850,6 +851,9 @@ void MainComponent::redrawReconstruction()
 {
 	DrawHidden->setData(m_pRbm->toHidden(DrawTraining->getData()));
 	DrawReconstruction->setData(m_pRbm->toVisible(DrawHidden->getData()));
+	double energy = m_pRbm->getEnergy(DrawTraining->getData(), DrawHidden->getData());
+	cout << "Energy(" << 0 <<") = " << energy << endl;
+
 }
 
 void MainComponent::redrawWeights(int index)

Source/Rbm.hpp

@@ -105,7 +105,6 @@ public:
 			sumBiasH.fill(0);
 			for (i=0; i < vt.getSize(); i++)
 			{
-				//t = (uint32_t)(0.5 + (vt.getSize()-1)*Noise_Uniform(&m_noise, 0.5));
 				t = i;
 				h.probsUpdateLogistic(vt[t], m_w, m_lambda, sigma);
 
@@ -221,24 +220,15 @@ public:
 		return m_progress;
 	}
 
-	double getEnergy(VisibleLayer &v, HiddenLayer &h)
+	double getEnergy(const VectorXd& visible, const VectorXd& hidden)
 	{
-		uint32_t i, j;
 		double energy;
 
-		energy = -v.getEnergy(m_w) - h.getEnergy(m_w);
+		energy = m_w.visibleBias().transpose() * visible;
+		energy += m_w.hiddenBias().transpose() * hidden;
+		energy += visible.transpose() * m_w.weights() * hidden;
 
-		for (i=0; i < h.getNumUnits(); i++)
+		return -energy/(m_sigma*m_sigma);
-		{
-			for (j=0; j < v.getNumUnits(); j++)
-			{
-//				energy -= v.getStates()[j] * h.getStates()[i] * m_w.getWeights()[i][j];
-			}
-		}
-
-		// ToDo: make this correct
-//		energy -= (v.states().transpose() * h.states()); // * m_w.weights();
-		return energy;
 	}
 
 	void prob(LayerArray<VisibleLayer> &vts)
@@ -278,11 +268,11 @@ public:
 			z = 0;
 			for (j=0; j < vts.getSize(); j++)
 			{
-				z += exp(-getEnergy(vts.getAt(j), h[i]));
+				z += exp(-getEnergy(vts.getAt(j).states(), h[i].states()));
 			}
 			for (j=0; j < vts.getSize(); j++)
 			{
-				p = exp(-getEnergy(vts.getAt(j), h[i]))/z;
+				p = exp(-getEnergy(vts.getAt(j).states(), h[i].states()))/z;
 				cout << p << endl;
 			}
 			cout << endl;

Source/VisibleLayer.hpp

@@ -23,15 +23,6 @@ public:
 	{
 	}
 
-	double getEnergy(const Weights &weights)
-	{
-		double energy;
-
-		energy = -((Weights&)weights).visibleBias().transpose() * states();
-
-		return energy;
-	}
-
 private:
 	double accum(Layer &layer, Weights &weights, uint32_t index)
 	{