public virtual void Duplicate(Layer cloneLayer)
{
cloneLayer.LayerStroageMatrix = LayerStroageMatrix.Clone();
cloneLayer.LayerActivationMatrix = LayerActivationMatrix.Clone();
cloneLayer.LayerErrorMatrix = LayerErrorMatrix.Clone();
cloneLayer.BiasMatrix = BiasMatrix.Clone();
cloneLayer.InterConnectionMatrix = InterConnectionMatrix.Clone();
}
public override void Initialize(LayerState layerState, double damagedSD, int rowCount)
{
base.Initialize(layerState, damagedSD, rowCount);
CurrentTick = 0;
HideLayerList = new List<Layer>();
for (int layerIndex = 0; layerIndex <= Tick; layerIndex++)
{
Layer newLayer = new Layer(random, Name + "-Hide" + layerIndex, UnitCount, 0, 0);
newLayer.BiasMatrix = (Matrix<double>)BaseHideBiasMatrix.Clone();
newLayer.Initialize(layerState, damagedSD, rowCount);
HideLayerList.Add(newLayer);
}
HideConnectionList = new List<Connection>();
for (int connectionIndex = 0; connectionIndex < Tick; connectionIndex++)
{
Connection newConnection = new Connection(random, Name + "-Hide" + connectionIndex, HideLayerList[connectionIndex], HideLayerList[connectionIndex + 1], 0);
newConnection.WeightMatrix = (Matrix<double>)BaseHideWeightMatrix.Clone();
newConnection.Initialize(ConnectionState.On, 0);
HideConnectionList.Add(newConnection);
}
}
public Connection(Random random, string name, Layer sendLayer, Layer receiveLayer, double initialWeightRange)
{
this.random = random;
this.Name = name;
this.SendLayer = sendLayer;
this.ReceiveLayer = receiveLayer;
sendLayer.SendConnectionDictionary[name] = this;
receiveLayer.ReceiveConnectionDictionary[name] = this;
weightMatrix = DenseMatrix.Create(sendLayer.UnitCount, receiveLayer.UnitCount,0);
InitialWeightSetting(initialWeightRange);
}
public override void Duplicate(Layer cloneLayer)
{
if (cloneLayer.LayerType != LayerType.BPTTLayer) throw new Exception();
else if (((BPTTLayer)cloneLayer).Tick != Tick) throw new Exception();
else
{
base.Duplicate(cloneLayer);
for (int hideLayerIndex = 0; hideLayerIndex < HideLayerList.Count; hideLayerIndex++)
{
((BPTTLayer)cloneLayer).HideLayerList[hideLayerIndex].LayerStroageMatrix = HideLayerList[hideLayerIndex].LayerStroageMatrix.Clone();
((BPTTLayer)cloneLayer).HideLayerList[hideLayerIndex].LayerActivationMatrix = HideLayerList[hideLayerIndex].LayerActivationMatrix.Clone();
((BPTTLayer)cloneLayer).HideLayerList[hideLayerIndex].LayerErrorMatrix = HideLayerList[hideLayerIndex].LayerErrorMatrix.Clone();
((BPTTLayer)cloneLayer).HideLayerList[hideLayerIndex].BiasMatrix = HideLayerList[hideLayerIndex].BiasMatrix.Clone();
((BPTTLayer)cloneLayer).HideLayerList[hideLayerIndex].InterConnectionMatrix = HideLayerList[hideLayerIndex].InterConnectionMatrix.Clone();
}
for (int hideConnectionIndex = 0; hideConnectionIndex < HideConnectionList.Count; hideConnectionIndex++)
{
((BPTTLayer)cloneLayer).HideConnectionList[hideConnectionIndex].WeightMatrix = HideConnectionList[hideConnectionIndex].WeightMatrix;
}
((BPTTLayer)cloneLayer).BaseHideWeightMatrix = BaseHideWeightMatrix.Clone();
((BPTTLayer)cloneLayer).BaseHideBiasMatrix = BaseHideBiasMatrix.Clone();
}
}