- use expectations
- improved gibbs sampling - LayerArray is template class git-svn-id: http://moon:8086/svn/software/trunk/projects/RBM@18 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
+107
-32
@@ -18,13 +18,16 @@
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*/
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//[Headers] You can add your own extra header files here...
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#ifdef WIN32
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#include <Windows.h>
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#endif
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//[/Headers]
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#include "MainComponent.h"
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//[MiscUserDefs] You can add your own user definitions and misc code here...
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#ifdef WIN32
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void mylog(const char* format, ...)
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{
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char log_buf[257];
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@@ -34,6 +37,17 @@ void mylog(const char* format, ...)
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va_end(argptr);
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OutputDebugStringA (log_buf);
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}
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#else
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void mylog(const char* format, ...)
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{
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char log_buf[257];
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va_list argptr;
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va_start(argptr, format);
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vprintf(format, argptr);
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va_end(argptr);
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}
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#endif
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//[/MiscUserDefs]
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//==============================================================================
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@@ -53,7 +67,7 @@ MainComponent::MainComponent ()
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addButton->addListener (this);
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addAndMakeVisible (patterSlider = new Slider ("Pattern slider"));
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patterSlider->setRange (0, 10, 1);
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patterSlider->setRange (0, 0, 1);
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patterSlider->setSliderStyle (Slider::LinearHorizontal);
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patterSlider->setTextBoxStyle (Slider::TextBoxLeft, false, 80, 20);
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patterSlider->addListener (this);
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@@ -67,7 +81,7 @@ MainComponent::MainComponent ()
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ShakeButton->addListener (this);
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addAndMakeVisible (WeightsSlider = new Slider ("Weights slider"));
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WeightsSlider->setRange (0, 10, 1);
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WeightsSlider->setRange (0, 0, 1);
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WeightsSlider->setSliderStyle (Slider::LinearHorizontal);
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WeightsSlider->setTextBoxStyle (Slider::TextBoxLeft, false, 80, 20);
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WeightsSlider->addListener (this);
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@@ -158,6 +172,20 @@ MainComponent::MainComponent ()
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removeTrainingButton->setButtonText (TRANS("Remove T"));
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removeTrainingButton->addListener (this);
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addAndMakeVisible (numGibbsSlider = new Slider ("Num. Gibbs slider"));
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numGibbsSlider->setRange (1, 10, 1);
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numGibbsSlider->setSliderStyle (Slider::LinearHorizontal);
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numGibbsSlider->setTextBoxStyle (Slider::TextBoxLeft, false, 80, 20);
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numGibbsSlider->addListener (this);
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addAndMakeVisible (reconstructEquButton = new TextButton ("Reconstruct Equilibrium button"));
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reconstructEquButton->setButtonText (TRANS("Reconst Equ."));
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reconstructEquButton->addListener (this);
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addAndMakeVisible (rbmUseExpectationsToggleButton = new ToggleButton ("rbmUseExpectations toggle button"));
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rbmUseExpectationsToggleButton->setButtonText (TRANS("Use Expectations"));
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rbmUseExpectationsToggleButton->addListener (this);
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//[UserPreSize]
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m_vNumX = 16;
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@@ -166,11 +194,8 @@ MainComponent::MainComponent ()
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m_vNumX_next = 16;
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m_vNumY_next = 16;
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m_hNum_next = 64;
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// m_pWeights = new Weights(m_vNumX*m_vNumY, m_hNum);
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// m_pWeights = new Weights("C:\\Dokumente und Einstellungen\\Jens\\Desktop\\weights.dat");
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m_weights.load("C:\\Dokumente und Einstellungen\\Jens\\Desktop\\weights.dat");
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m_layers.load("C:\\Dokumente und Einstellungen\\Jens\\Desktop\\training_states.dat");
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m_numGibbs = 1;
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m_weights.setUnits(m_vNumX*m_vNumY, m_hNum);
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create();
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//[/UserPreSize]
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@@ -181,11 +206,9 @@ MainComponent::MainComponent ()
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//[Constructor] You can add your own custom stuff here..
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projectNameLabel->setText(String("TestPrj"), dontSendNotification );
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numVisibleLabel->setText(String(m_vNumX), dontSendNotification );
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numVisibleYLabel->setText(String(m_vNumY), dontSendNotification );
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numHiddenLabel->setText(String(m_hNum), dontSendNotification );
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numEpochslabel->setText(String(1000), dontSendNotification );
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numEpochslabel->setText(String(100), dontSendNotification );
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learningRateLabel->setText(String(0.2), dontSendNotification );
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rbmUseExpectationsToggleButton->setToggleState(false, true);
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//[/Constructor]
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}
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@@ -214,6 +237,9 @@ MainComponent::~MainComponent()
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saveTrainingButton = nullptr;
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clearTrainingButton = nullptr;
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removeTrainingButton = nullptr;
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numGibbsSlider = nullptr;
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reconstructEquButton = nullptr;
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rbmUseExpectationsToggleButton = nullptr;
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//[Destructor]. You can add your own custom destruction code here..
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@@ -245,8 +271,8 @@ void MainComponent::resized()
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reconstructButton->setBounds (24, 280, 72, 24);
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ShakeButton->setBounds (120, 320, 72, 24);
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WeightsSlider->setBounds (224, 320, 184, 24);
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numEpochslabel->setBounds (24, 248, 72, 24);
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learningRateLabel->setBounds (120, 248, 72, 24);
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numEpochslabel->setBounds (24, 240, 72, 24);
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learningRateLabel->setBounds (120, 240, 72, 24);
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testButton->setBounds (120, 176, 72, 24);
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numVisibleLabel->setBounds (440, 256, 72, 24);
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numHiddenLabel->setBounds (488, 288, 72, 24);
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@@ -259,6 +285,9 @@ void MainComponent::resized()
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saveTrainingButton->setBounds (520, 48, 72, 24);
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clearTrainingButton->setBounds (520, 88, 72, 24);
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removeTrainingButton->setBounds (440, 88, 72, 24);
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numGibbsSlider->setBounds (224, 240, 184, 24);
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reconstructEquButton->setBounds (24, 320, 72, 24);
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rbmUseExpectationsToggleButton->setBounds (224, 176, 150, 24);
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//[UserResized] Add your own custom resize handling here..
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Draw->setBounds (16, 16, 100, 100);
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Draw2->setBounds (110+16, 16, 100, 100);
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@@ -274,17 +303,13 @@ void MainComponent::buttonClicked (Button* buttonThatWasClicked)
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if (buttonThatWasClicked == trainButton)
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{
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//[UserButtonCode_trainButton] -- add your button handler code here..
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m_pRbm->train(m_layers, numEpochslabel->getText().getIntValue(), learningRateLabel->getText().getFloatValue());
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m_pRbm->train(m_layers, numEpochslabel->getText().getIntValue(), learningRateLabel->getText().getFloatValue(), m_numGibbs, m_rbmUseExpectations);
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//[/UserButtonCode_trainButton]
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}
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else if (buttonThatWasClicked == addButton)
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{
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//[UserButtonCode_addButton] -- add your button handler code here..
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Draw2->setData(Draw->getData());
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for (int i=0; i < m_vNumX*m_vNumY; i++)
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{
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mylog("%3.6f\n", Draw->getData()[i]);
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}
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m_layers.add(Draw->getData(), m_vNumX*m_vNumY);
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patterSlider->setRange (0, m_layers.getSize()-1, 1);
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//[/UserButtonCode_addButton]
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@@ -357,6 +382,27 @@ void MainComponent::buttonClicked (Button* buttonThatWasClicked)
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m_layers.removeAt((int)patterSlider->getValue());
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//[/UserButtonCode_removeTrainingButton]
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}
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else if (buttonThatWasClicked == reconstructEquButton)
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{
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//[UserButtonCode_reconstructEquButton] -- add your button handler code here..
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uint32_t i;
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const double *pV, *pH;
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pV = Draw->getData();
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for (i=0; i < 1000; i++)
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{
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pH = m_pRbm->toHidden(pV);
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pV = m_pRbm->toVisible(pH);
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Draw2->setData(pV);
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}
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//[/UserButtonCode_reconstructEquButton]
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}
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else if (buttonThatWasClicked == rbmUseExpectationsToggleButton)
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{
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//[UserButtonCode_rbmUseExpectationsToggleButton] -- add your button handler code here..
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m_rbmUseExpectations = buttonThatWasClicked->getToggleState();
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//[/UserButtonCode_rbmUseExpectationsToggleButton]
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}
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//[UserbuttonClicked_Post]
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//[/UserbuttonClicked_Post]
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@@ -372,7 +418,7 @@ void MainComponent::sliderValueChanged (Slider* sliderThatWasMoved)
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//[UserSliderCode_patterSlider] -- add your slider handling code here..
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if (m_layers.getSize() > 0)
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{
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VisibleLayer &p = m_layers.getAt((int)sliderThatWasMoved->getValue());
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VisibleLayer &p = (VisibleLayer&)m_layers.getAt((int)sliderThatWasMoved->getValue());
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Draw2->setData(p.getStates());
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}
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//[/UserSliderCode_patterSlider]
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@@ -380,8 +426,12 @@ void MainComponent::sliderValueChanged (Slider* sliderThatWasMoved)
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else if (sliderThatWasMoved == WeightsSlider)
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{
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//[UserSliderCode_WeightsSlider] -- add your slider handling code here..
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double *pW = m_weights.getWeights()[(int)sliderThatWasMoved->getValue()];
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ScopedPointer<double> pTemp = new double [m_vNumX*m_vNumY];
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double **ppW = m_weights.getWeights();
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if (!ppW)
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return;
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double *pW = ppW[(int)sliderThatWasMoved->getValue()];
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double *pTemp = new double [m_vNumX*m_vNumY];
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double min = +1E12;
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double max = -1E12;
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@@ -401,8 +451,15 @@ void MainComponent::sliderValueChanged (Slider* sliderThatWasMoved)
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}
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DrawWeights->setData(pTemp);
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delete pTemp;
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//[/UserSliderCode_WeightsSlider]
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}
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else if (sliderThatWasMoved == numGibbsSlider)
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{
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//[UserSliderCode_numGibbsSlider] -- add your slider handling code here..
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m_numGibbs = (uint32_t)sliderThatWasMoved->getValue();
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//[/UserSliderCode_numGibbsSlider]
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}
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//[UsersliderValueChanged_Post]
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//[/UsersliderValueChanged_Post]
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@@ -457,8 +514,6 @@ void MainComponent::labelTextChanged (Label* labelThatHasChanged)
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void MainComponent::load ()
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{
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m_weights.load((String(getBaseDir() + String(".weights.dat"))).toUTF8());
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m_layers.clear();
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m_layers.load((String(getBaseDir() + String(".trainingStates.dat"))).toUTF8());
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m_vNumX = m_vNumY = (int)sqrt((float)m_weights.getNumVisible());
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m_hNum = m_weights.getNumHidden();
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@@ -479,7 +534,10 @@ void MainComponent::create()
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addAndMakeVisible (Draw = new DrawComponent (m_vNumX, m_vNumX));
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addAndMakeVisible (Draw2 = new DrawComponent (m_vNumX, m_vNumX));
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addAndMakeVisible (DrawWeights = new DrawComponent (m_vNumX, m_vNumX));
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m_pRbm = new Rbm(m_weights);
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numVisibleLabel->setText(String(m_vNumX), dontSendNotification );
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numVisibleYLabel->setText(String(m_vNumY), dontSendNotification );
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numHiddenLabel->setText(String(m_hNum), dontSendNotification );
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m_pRbm = new Rbm(m_weights, this);
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WeightsSlider->setRange(0, m_hNum-1, 1);
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resized();
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}
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@@ -490,17 +548,23 @@ void MainComponent::destroy()
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const juce::String& MainComponent::getBaseDir()
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{
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static String baseDir(String("C:\\Dokumente und Einstellungen\\Jens\\Desktop\\") + projectNameLabel->getText());
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m_baseDir = String("./") + projectNameLabel->getText();
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return baseDir;
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return m_baseDir;
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}
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void MainComponent::onChanged(const VisibleLayerArray &obj)
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void MainComponent::onChanged(const LayerArray<VisibleLayer> &obj)
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{
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patterSlider->setRange(0, std::max(0,(int)m_layers.getSize()-1), 1);
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}
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void MainComponent::onEpochTrained(const Rbm &obj)
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{
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m_trainingProgress = obj.getProgress();
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mylog("Training %f %%\n", m_trainingProgress*100);
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}
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//[/MiscUserCode]
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@@ -514,7 +578,7 @@ void MainComponent::onChanged(const VisibleLayerArray &obj)
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BEGIN_JUCER_METADATA
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<JUCER_COMPONENT documentType="Component" className="MainComponent" componentName=""
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parentClasses="public Component, public VisibleLayerArrayListener"
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parentClasses="public Component, public LayerArrayListener<VisibleLayer>, public RbmListener"
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constructorParams="" variableInitialisers="m_layers(this), m_pRbm(nullptr) Draw(nullptr), Draw2(nullptr), DrawWeights(nullptr)"
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snapPixels="8" snapActive="1" snapShown="1" overlayOpacity="0.330"
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fixedSize="1" initialWidth="600" initialHeight="400">
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@@ -527,7 +591,7 @@ BEGIN_JUCER_METADATA
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connectedEdges="0" needsCallback="1" radioGroupId="0"/>
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<SLIDER name="Pattern slider" id="c3e0a2c816db81d1" memberName="patterSlider"
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virtualName="" explicitFocusOrder="0" pos="224 280 184 24" min="0"
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max="10" int="1" style="LinearHorizontal" textBoxPos="TextBoxLeft"
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max="0" int="1" style="LinearHorizontal" textBoxPos="TextBoxLeft"
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textBoxEditable="1" textBoxWidth="80" textBoxHeight="20" skewFactor="1"/>
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<TEXTBUTTON name="Reconstruct button" id="c1901d121a5819d6" memberName="reconstructButton"
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virtualName="" explicitFocusOrder="0" pos="24 280 72 24" buttonText="Reconstruct"
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@@ -537,15 +601,15 @@ BEGIN_JUCER_METADATA
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connectedEdges="0" needsCallback="1" radioGroupId="0"/>
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<SLIDER name="Weights slider" id="699075a1fc01458a" memberName="WeightsSlider"
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virtualName="" explicitFocusOrder="0" pos="224 320 184 24" min="0"
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max="10" int="1" style="LinearHorizontal" textBoxPos="TextBoxLeft"
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max="0" int="1" style="LinearHorizontal" textBoxPos="TextBoxLeft"
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textBoxEditable="1" textBoxWidth="80" textBoxHeight="20" skewFactor="1"/>
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<LABEL name="Num Epochs label" id="b23ae372ee931474" memberName="numEpochslabel"
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virtualName="" explicitFocusOrder="0" pos="24 248 72 24" edTextCol="ff000000"
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virtualName="" explicitFocusOrder="0" pos="24 240 72 24" edTextCol="ff000000"
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edBkgCol="0" labelText="99999" editableSingleClick="1" editableDoubleClick="1"
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focusDiscardsChanges="0" fontname="Default font" fontsize="15"
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bold="0" italic="0" justification="36"/>
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<LABEL name="Learning Rate label" id="49611a27914e910d" memberName="learningRateLabel"
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virtualName="" explicitFocusOrder="0" pos="120 248 72 24" edTextCol="ff000000"
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virtualName="" explicitFocusOrder="0" pos="120 240 72 24" edTextCol="ff000000"
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edBkgCol="0" labelText="0.001" editableSingleClick="1" editableDoubleClick="1"
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focusDiscardsChanges="0" fontname="Default font" fontsize="15"
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bold="0" italic="0" justification="36"/>
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@@ -593,6 +657,17 @@ BEGIN_JUCER_METADATA
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<TEXTBUTTON name="Remove Training button" id="f0e1d068c39986f3" memberName="removeTrainingButton"
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virtualName="" explicitFocusOrder="0" pos="440 88 72 24" buttonText="Remove T"
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connectedEdges="0" needsCallback="1" radioGroupId="0"/>
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<SLIDER name="Num. Gibbs slider" id="fdd9d5ca4e05e18c" memberName="numGibbsSlider"
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virtualName="" explicitFocusOrder="0" pos="224 240 184 24" min="1"
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max="10" int="1" style="LinearHorizontal" textBoxPos="TextBoxLeft"
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textBoxEditable="1" textBoxWidth="80" textBoxHeight="20" skewFactor="1"/>
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<TEXTBUTTON name="Reconstruct Equilibrium button" id="208a587f5556207" memberName="reconstructEquButton"
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virtualName="" explicitFocusOrder="0" pos="24 320 72 24" buttonText="Reconst Equ."
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connectedEdges="0" needsCallback="1" radioGroupId="0"/>
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<TOGGLEBUTTON name="rbmUseExpectations toggle button" id="62884e37cd027719"
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memberName="rbmUseExpectationsToggleButton" virtualName="" explicitFocusOrder="0"
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pos="224 176 150 24" buttonText="Use Expectations" connectedEdges="0"
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needsCallback="1" radioGroupId="0" state="0"/>
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</JUCER_COMPONENT>
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END_JUCER_METADATA
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