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Add model visualization

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This commit is contained in:
Laurent
2026-04-04 17:16:18 +02:00
parent 8beb6aa870
commit b253fb74ee
9 changed files with 146 additions and 1240 deletions
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4
config.json
View File

@@ -1,8 +1,8 @@
{
"model": {
"new": true,
"parameters": [100, 50, 5],
"path": "C:/Users/Laurent/Desktop/ANN-framework/src/main/resources/snapshots/snapshot.json"
"parameters": [2, 4, 2, 1],
"path": "C:/Users/Laurent/Desktop/ANN-framework/src/main/resources/snapshots/best-snapshot.json"
},
"training" : {
"learning_rate" : 0.0003,

20
src/main/java/com/naaturel/ANN/Main.java
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@@ -1,23 +1,19 @@
package com.naaturel.ANN;
import com.naaturel.ANN.domain.abstraction.Model;
import com.naaturel.ANN.domain.abstraction.Network;
import com.naaturel.ANN.domain.model.neuron.Neuron;
import com.naaturel.ANN.domain.abstraction.Trainer;
import com.naaturel.ANN.implementation.gradientDescent.Linear;
import com.naaturel.ANN.implementation.multiLayers.Sigmoid;
import com.naaturel.ANN.implementation.multiLayers.TanH;
import com.naaturel.ANN.implementation.training.GradientBackpropagationTraining;
import com.naaturel.ANN.infrastructure.config.ConfigDto;
import com.naaturel.ANN.infrastructure.config.ConfigLoader;
import com.naaturel.ANN.infrastructure.dataset.DataSet;
import com.naaturel.ANN.infrastructure.dataset.DataSetEntry;
import com.naaturel.ANN.infrastructure.dataset.DatasetExtractor;
import com.naaturel.ANN.domain.model.neuron.*;
import com.naaturel.ANN.infrastructure.graph.GraphVisualizer;
import com.naaturel.ANN.infrastructure.visualization.GraphVisualizer;
import com.naaturel.ANN.infrastructure.persistence.ModelSnapshot;
import com.naaturel.ANN.infrastructure.visualization.ModelVisualizer;
import java.io.Console;
import java.util.*;
public class Main {
@@ -53,6 +49,10 @@ public class Main {
network = snapshot.getModel();
}
//plotGraph(dataset, network);
new ModelVisualizer(network)
.withWeights(true)
.display();
}
private static FullyConnectedNetwork createNetwork(int[] neuronPerLayer, int nbrInput){
@@ -86,16 +86,16 @@ public class Main {
private static void plotGraph(DataSet dataset, Model network){
GraphVisualizer visualizer = new GraphVisualizer();
for (DataSetEntry entry : dataset) {
/*for (DataSetEntry entry : dataset) {
List<Float> label = dataset.getLabelsAsFloat(entry);
label.forEach(l -> {
visualizer.addPoint("Label " + l,
entry.getData().get(0).getValue(), entry.getData().get(1).getValue());
});
}
}*/
float min = -5F;
float max = 5F;
float min = -50F;
float max = 50F;
float step = 0.03F;
for (float x = min; x < max; x+=step){
for (float y = min; y < max; y+=step){

4
src/main/java/com/naaturel/ANN/domain/model/training/TrainingPipeline.java
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@@ -3,13 +3,11 @@ package com.naaturel.ANN.domain.model.training;
import com.naaturel.ANN.domain.abstraction.AlgorithmStep;
import com.naaturel.ANN.domain.abstraction.TrainingContext;
import com.naaturel.ANN.infrastructure.dataset.DataSetEntry;
import com.naaturel.ANN.domain.model.neuron.Input;
import com.naaturel.ANN.infrastructure.graph.GraphVisualizer;
import com.naaturel.ANN.infrastructure.visualization.GraphVisualizer;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.function.Consumer;
import java.util.function.Predicate;

2
src/main/java/com/naaturel/ANN/implementation/training/AdalineTraining.java
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@@ -11,7 +11,7 @@ import com.naaturel.ANN.implementation.simplePerceptron.SimpleCorrectionStep;
import com.naaturel.ANN.implementation.simplePerceptron.SimpleDeltaStep;
import com.naaturel.ANN.implementation.simplePerceptron.SimpleErrorRegistrationStep;
import com.naaturel.ANN.implementation.simplePerceptron.SimplePredictionStep;
import com.naaturel.ANN.infrastructure.graph.GraphVisualizer;
import com.naaturel.ANN.infrastructure.visualization.GraphVisualizer;
import java.util.List;

2
src/main/java/com/naaturel/ANN/implementation/training/GradientDescentTraining.java
View File

@@ -11,7 +11,7 @@ import com.naaturel.ANN.implementation.gradientDescent.GradientDescentCorrection
import com.naaturel.ANN.implementation.gradientDescent.SquareLossStep;
import com.naaturel.ANN.implementation.simplePerceptron.SimpleDeltaStep;
import com.naaturel.ANN.implementation.simplePerceptron.SimplePredictionStep;
import com.naaturel.ANN.infrastructure.graph.GraphVisualizer;
import com.naaturel.ANN.infrastructure.visualization.GraphVisualizer;
import java.util.ArrayList;
import java.util.List;

3
src/main/java/com/naaturel/ANN/infrastructure/graph/GraphVisualizer.java → src/main/java/com/naaturel/ANN/infrastructure/visualization/GraphVisualizer.java
View File

@@ -1,4 +1,4 @@
package com.naaturel.ANN.infrastructure.graph;
package com.naaturel.ANN.infrastructure.visualization;
import org.jfree.chart.ChartFactory;
import org.jfree.chart.ChartPanel;
@@ -41,7 +41,6 @@ public class GraphVisualizer {
frame.setVisible(true);
}
public void buildScatterGraph(int lower, int upper){
JFreeChart chart = ChartFactory.createScatterPlot(
"Predictions", "X", "Y", dataset

114
src/main/java/com/naaturel/ANN/infrastructure/visualization/ModelVisualizer.java Normal file
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@@ -0,0 +1,114 @@
package com.naaturel.ANN.infrastructure.visualization;
import com.naaturel.ANN.domain.abstraction.Model;
import com.naaturel.ANN.domain.model.neuron.Neuron;
import javax.swing.*;
import java.awt.*;
import java.util.*;
import java.util.List;
public class ModelVisualizer {
private final JFrame frame;
private final Model model;
private boolean withWeights;
public ModelVisualizer(Model model){
this.frame = initFrame();
this.model = model;
this.withWeights = false;
}
public ModelVisualizer withWeights(boolean value){
this.withWeights = value;
return this;
}
public void display() {
JPanel panel = buildPanel();
frame.add(panel);
frame.setVisible(true);
}
private JFrame initFrame(){
JFrame frame = new JFrame("Model Visualizer");
frame.setDefaultCloseOperation(JFrame.DISPOSE_ON_CLOSE);
frame.setSize(800, 600);
return frame;
}
private Map<Integer, Point> computeNeuronPositions(int width, int height) {
Map<Integer, List<Neuron>> neuronsByLayer = new LinkedHashMap<>();
model.forEachNeuron(n -> {
int layerIndex = model.layerIndexOf(n);
neuronsByLayer.computeIfAbsent(layerIndex, k -> new ArrayList<>()).add(n);
});
Map<Integer, Point> neuronPositions = new HashMap<>();
int layerCount = neuronsByLayer.size();
int layerX = width / (layerCount + 1);
for (Map.Entry<Integer, List<Neuron>> entry : neuronsByLayer.entrySet()) {
int layerIndex = entry.getKey();
List<Neuron> neurons = entry.getValue();
int x = layerX * (layerIndex + 1);
int neuronCount = neurons.size();
for (int i = 0; i < neuronCount; i++) {
int y = height / (neuronCount + 1) * (i + 1);
neuronPositions.put(neurons.get(i).getId(), new Point(x, y));
}
}
return neuronPositions;
}
private void drawConnections(Graphics2D g2, Map<Integer, Point> neuronPositions) {
model.forEachNeuron(n -> {
Point from = neuronPositions.get(n.getId());
int neuronIndex = model.indexInLayerOf(n);
model.forEachNeuronConnectedTo(n, connected -> {
Point to = neuronPositions.get(connected.getId());
g2.setColor(Color.LIGHT_GRAY);
g2.drawLine(from.x, from.y, to.x, to.y);
if(!this.withWeights) return;
int mx = (from.x + to.x) / 2;
int my = (from.y + to.y) / 2;
float weight = connected.getWeight(neuronIndex + 1);
g2.setColor(Color.DARK_GRAY);
g2.drawString(String.format("%.2f", weight), mx, my);
});
});
}
private void drawNeurons(Graphics2D g2, Map<Integer, Point> neuronPositions, int neuronRadius) {
model.forEachNeuron(n -> {
Point p = neuronPositions.get(n.getId());
g2.setColor(Color.WHITE);
g2.fillOval(p.x - neuronRadius, p.y - neuronRadius, neuronRadius * 2, neuronRadius * 2);
g2.setColor(Color.BLACK);
g2.drawOval(p.x - neuronRadius, p.y - neuronRadius, neuronRadius * 2, neuronRadius * 2);
g2.drawString(String.valueOf(n.getId()), p.x - 5, p.y + 5);
});
}
private JPanel buildPanel() {
int neuronRadius = 20;
return new JPanel() {
@Override
protected void paintComponent(Graphics g) {
super.paintComponent(g);
Graphics2D g2 = (Graphics2D) g;
g2.setRenderingHint(RenderingHints.KEY_ANTIALIASING, RenderingHints.VALUE_ANTIALIAS_ON);
Map<Integer, Point> neuronPositions = computeNeuronPositions(getWidth(), getHeight());
drawConnections(g2, neuronPositions);
drawNeurons(g2, neuronPositions, neuronRadius);
}
};
}
}

616
src/main/resources/snapshots/best-snapshot.json
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@@ -1,621 +1,37 @@
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