public void CompileConvergentSeries()
{
//alle producten
/*
* y is waarde product
* x = aantal iteraties
*/
foreach (Agent a in Agents)
{
foreach (Product p in a.Products)
{
ScatterPoint sca = new ScatterPoint(CurrentIteration, p.Value, 3.0, 10.0, p.ID);
var aa = new List <ScatterPoint>();
aa.Add(sca);
var series = new OxyPlot.Wpf.ScatterSeries {
TrackerFormatString = "X: " + CurrentIteration + Environment.NewLine +
"Y: " + p.Value + Environment.NewLine +
"PID: " + p.ID + Environment.NewLine +
"Agent: " + a.Name + Environment.NewLine +
"Origin: " + p.NameOfOriginAgent + Environment.NewLine +
"Color: " + GeneratedColors[p.ID].ToString(),
Color = GeneratedColors[p.ID], //de kleuren zijn steeds anders...
MarkerFill = GeneratedColors[p.ID],
};
DivergenceConvergencePlot.Series.Add(series);
series.ItemsSource = aa;
series.Tag = p.ID;
}
}
}
public void DrawNetwork(List <NetworkLayer> layers)
{
List <ScatterPoint> previousLayerPoints = new List <ScatterPoint>();
for (int l = 0; l < layers.Count; l++)
{
NetworkLayer layer = layers[l];
OxyPlot.Wpf.ScatterSeries series = new OxyPlot.Wpf.ScatterSeries();
series.MarkerType = OxyPlot.MarkerType.Circle;
series.MarkerSize = 5;
OxyPlotControl.Series.Add(series);
ObservableCollection <ScatterPoint> points = new ObservableCollection <ScatterPoint>();
for (int i = 0; i < layer.NeuronsNumber; i++)
{
OxyPlot.Wpf.LineSeries lineSeries = new OxyPlot.Wpf.LineSeries();
lineSeries.Color = Color.FromArgb(128, 78, 97, 102);
lineSeries.StrokeThickness = 1;
lineSeries.DataFieldX = "X";
lineSeries.DataFieldY = "Y";
lineSeries.MarkerSize = 0;
lineSeries.LineStyle = OxyPlot.LineStyle.Solid;
OxyPlotControl.Series.Add(lineSeries);
double x = schemaHeight - l * (schemaHeight / (double)layers.Count);
double y = schemaWidth - i * (schemaWidth / (double)layer.NeuronsNumber);
points.Add(new ScatterPoint(x, y));
ObservableCollection <NeuronDataPoint> linePoints = new ObservableCollection <NeuronDataPoint>();
foreach (var previousLayerPoint in previousLayerPoints)
{
linePoints.Add(new NeuronDataPoint(x, y, 5.5));
linePoints.Add(new NeuronDataPoint(previousLayerPoint.X, previousLayerPoint.Y, 5.5));
}
lineSeries.ItemsSource = linePoints;
lineSeries.TrackerFormatString = "Waga: {Weight}";
}
previousLayerPoints = new List <ScatterPoint>(points);
series.ItemsSource = points;
series.TrackerFormatString = "";
}
OxyPlotControl.InvalidatePlot(true);
OxyPlotControl.IsLegendVisible = false;
}
private void DisplayIfTwoDimensional(StandardTrainingObserver sno)
{
if (Network.Dimensions == 2)
{
if (SingleSeriesCheckBox.IsChecked == true)
{
List <OxyPlot.Wpf.Series> moving =
View.Utility.Converter.ConvertToScatterSeries(sno.HistoryOfNeurons);
var scattersData = new List <ScatterPoint>();
foreach (var train in TrainingData)
{
var x = train.At(0);
var y = train.At(1);
scattersData.Add(new ScatterPoint(x, y));
}
var stat = new OxyPlot.Wpf.ScatterSeries
{
ItemsSource = scattersData,
Title = $"Training points",
MarkerSize = 2,
MarkerFill = Color.FromRgb(140, 131, 130)
};
ChartWindow chw1 = new ChartWindow(stat, moving);
chw1.Show();
}
if (MultipleSeriesCheckbox.IsChecked == true)
{
List <List <OxyPlot.Wpf.Series> > series = new List <List <Series> >();
List <List <Vector <double> > > history = Network.Observer.HistoryOfNeurons;
for (int j = 0; j < history.Count; j++)
{
var epoch = history[j];
if (j % 4 == 0)
{
List <OxyPlot.Wpf.Series> group = new List <Series>();
Dictionary <Neuron, List <Vector <double> > > neuronZones =
new Dictionary <Neuron, List <Vector <double> > >();
int i = 0;
foreach (var neuron in Network.Neurons)
{
neuronZones.Add(neuron, new List <Vector <double> >());
neuron.CurrentWeights = epoch[i];
i++;
}
foreach (var data in TrainingData)
{
neuronZones[Network.GetWinner(data)].Add(data);
}
foreach (var neuronZone in neuronZones)
{
var scatterSet = new List <ScatterPoint>();
scatterSet.Add(
Converter.ConvertVectorToScatterPoint(neuronZone.Key.CurrentWeights, true));
var points = neuronZone.Value;
foreach (var point in points)
{
scatterSet.Add(Converter.ConvertVectorToScatterPoint(point));
}
group.Add(new OxyPlot.Wpf.ScatterSeries
{
ItemsSource = scatterSet,
Title = $"Class",
MarkerSize = 3
});
}
series.Add(group);
}
}
ChartWindow chw2 = new ChartWindow(series);
chw2.Show();
}
}
}
