public TwoLayerNet(UnitSize unitSize)
{
this.unitSize = unitSize;
weight = new Weight(unitSize);
bias = new Bias(unitSize);
Initialize();
Layers = new Layer[3];
Layers[0] = new AffineLayer(weight.InToHidden, bias.Hidden);
Layers[1] = new ReluLayer();
Layers[2] = new AffineLayer(weight.HiddenToOut, bias.Output);
}
public Model(UnitSize unitSize, Bias bias, Weight weight)
{
this.unitSize = unitSize;
this.bias = bias;
this.weight = weight;
}
public Weight(UnitSize unitSize)
{
InToHidden = new double[unitSize.Input][].Select(x => new double[unitSize.Hidden]).ToArray();
HiddenToOut = new double[unitSize.Hidden][].Select(x => new double[unitSize.Output]).ToArray();
}
public Bias(UnitSize unitSize)
{
Hidden = new double[unitSize.Hidden];
Output = new double[unitSize.Output];
}