private LayerBase <T> LoadAffineActivationLayer(AffineActivation activation, BinaryReader reader)
{
switch (activation)
{
case AffineActivation.Sigmoid:
return(new SigmoidLayer <T>(reader));
case AffineActivation.Tanh:
return(new TanhLayer <T>(reader));
default:
throw new ArgumentOutOfRangeException(nameof(activation), activation, null);
}
}
private LayerBase <T> GetAffineActivationLayer(AffineActivation activation, int ySize)
{
switch (activation)
{
case AffineActivation.Sigmoid:
return(new SigmoidLayer <T>(ySize));
case AffineActivation.Tanh:
return(new TanhLayer <T>(ySize));
default:
throw new ArgumentOutOfRangeException(nameof(activation), activation, null);
}
}
public AffineLayer(AffineLayer <T> other) : base(other)
{
_activationType = other._activationType;
_linearLayer = (LinearLayer <T>)other._linearLayer.Clone();
_activationLayer = other._activationLayer.Clone();
}
public AffineLayer(int xSize, int ySize, AffineActivation activation, IMatrixInitializer <T> matrixInitializer)
{
_activationType = activation;
_linearLayer = new LinearLayer <T>(xSize, ySize, matrixInitializer);
_activationLayer = GetAffineActivationLayer(activation, ySize);
}
public AffineLayer(int xSize, int ySize, AffineActivation activation)
{
_activationType = activation;
_linearLayer = new LinearLayer <T>(xSize, ySize);
_activationLayer = GetAffineActivationLayer(activation, ySize);
}