- add more log info
- create layers dynamically in main git-svn-id: http://moon:8086/svn/software/trunk/projects/Rbm@583 b431acfa-c32f-4a4a-93f1-934dc6c82436
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@@ -24,6 +24,7 @@ RbmLayer::RbmLayer(const string &prjname, size_t id, size_t numVisibleX, size_t
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, m_numVisibleY(numVisibleY)
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, m_rbm_params(params)
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{
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cout << "Create Layer " << m_prjname << "::" << to_string((int)m_id) << endl;
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m_weightsFile = m_prjname + string(".weights.") + to_string((int)m_id) + string(".dat");
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}
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+1
-1
@@ -50,7 +50,7 @@ void Stack::addLayer(RbmLayer *pOtherLayer)
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}
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}
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const RbmLayer* Stack::getLayer(size_t id)
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RbmLayer* Stack::getLayer(size_t id) const
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{
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RbmLayer *pLayer = m_pLayers;
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while(pLayer)
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+1
-1
@@ -28,7 +28,7 @@ public:
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virtual ~Stack();
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void addLayer(RbmLayer *pLayer);
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const RbmLayer* getLayer(size_t id);
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RbmLayer* getLayer(size_t id) const;
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void save(size_t numTraining);
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private:
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+11
-14
@@ -83,6 +83,7 @@ int main()
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RbmListener statusDisplay;
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Rbm::Params rbmParams;
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Stack stack(project);
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arma::mat batch = loadTraining(project + string(".training.dat"));
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@@ -93,21 +94,17 @@ int main()
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printf("Loaded %d training samples\n", (int)numTraining);
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RbmLayer layer0(project, 0, numVisibleX, numVisibleY, numHidden, rbmParams);
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RbmLayer layer1(project, 1, numVisibleX, numVisibleY, numHidden, rbmParams);
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RbmLayer layer2(project, 2, numVisibleX, numVisibleY, numHidden, rbmParams);
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RbmLayer layer3(project, 3, numVisibleX, numVisibleY, numHidden, rbmParams);
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Stack stack(project);
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stack.addLayer(&layer0);
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stack.addLayer(&layer1);
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stack.addLayer(&layer2);
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stack.addLayer(&layer3);
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for (int i=0; i < 8; i++)
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{
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RbmLayer *layer = new RbmLayer(project, i, numVisibleX, numVisibleY, numHidden, rbmParams);
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stack.addLayer(layer);
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}
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stack.save(numTraining);
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layer0.train(batch, 1000, 100, &statusDisplay);
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layer0.saveWeights();
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RbmLayer *layer = stack.getLayer(0);
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layer->train(batch, 1000, 100, &statusDisplay);
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layer->saveWeights();
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arma::mat v = arma::randu(numTraining, numVisibleX*numVisibleY);
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arma::mat h = layer0.toHiddenProbs(v);
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arma::mat r = layer0.toVisibleProbs(h);
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arma::mat h = layer->toHiddenProbs(v);
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arma::mat r = layer->toVisibleProbs(h);
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return 0;
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}
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