public void Build(GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation> state)
{
AddUnitsToLayers(state);
AddBiasUnits(state);
AddSlopeMultiplier(state);
ConnectUnits(state);
}
private static void ConnectUnits(GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation> state)
{
// Connect everything
for (var i = 0; i < state.Network.Count - 1; i++)
{
var thisLayer = state.Network.ElementAt(i);
var nextLayer = state.Network.ElementAt(i + 1);
thisLayer.EnumerateCartesian(nextLayer, (l1, l2) => TraversableConnection <TUnit, TConnection, TUnitActivation> .CreateConnection <TConnectionImpl>(l1, l2));
}
}
private static void AddBiasUnits(GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation> state)
{
if (!(state.Bias > 0d))
{
return;
}
for (var i = 0; i < state.Network.Count - 1; i++)
{
var thisLayer = state.Network.ElementAt(i);
var biasUnit = TraversableUnit <TUnit, TConnection, TUnitActivation> .CreateUnit <TUnitImpl, TBiasUnitImpl>(new TBiasUnitImpl());
biasUnit.UnitActivation.Properties.NetInput = state.Bias;
thisLayer.Add(biasUnit);
}
}
private static void AddUnitsToLayers(GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation> state)
{
foreach (var layer in state.Layers)
{
var isInputLayer = layer == state.Layers.First();
var thisLayer = new List <ITraversableUnit <TUnit, TConnection, TUnitActivation> >();
for (var i = 0; i < layer.NumberOfUnitsToAdd; i++)
{
var unit = isInputLayer
? TraversableUnit <TUnit, TConnection, TUnitActivation> .CreateUnit <TUnitImpl, TInputUnitImpl>(new TInputUnitImpl())
: TraversableUnit <TUnit, TConnection, TUnitActivation> .CreateUnit <TUnitImpl, TUnitActivation>(layer.CreateUnitActivation());
thisLayer.Add(unit);
}
state.Network.Add(thisLayer);
}
}
public GenericNetworkChainOfResponsibility()
{
State = new GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation>();
var networkCreator = new NetworkCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>();
_inventoryCreator = new InventoryCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this, networkCreator);
_inventoryAndChaining = new InventoryAndChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_lastSteps = new LastSteps <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_lastStepsAndChaining = new LastStepsAndChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_networkInputUnitCreatorConnectionChaining = new NetworkInputUnitCreatorConnectionChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_networkInputUnitCreator = new NetworkInputUnitCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_networkUnitCreatorConnectionChaining = new NetworkUnitCreatorConnectionChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_networkUnitCreator = new NetworkUnitCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_outputUnitActivationCreatorAndChaining = new OutputUnitActivationCreatorAndChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_outputUnitActivationCreator = new OutputUnitActivationCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_unitActivationCreatorAndChaining = new UnitActivationCreatorAndChaining <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
_unitActivationCreator = new UnitActivationCreator <TUnit, TConnection, TUnitActivation, TUnitImpl, TConnectionImpl, TInputUnitImpl, TBiasUnitImpl>(this);
}
private static void AddSlopeMultiplier(GenericNetworkBuilderState <TUnit, TConnection, TUnitActivation> state)
{
state.Network.SelectMany(u => u).Where(u => u.UnitActivation.UnitType == UnitType.NormalUnit).Enumerate(u => u.UnitActivation.Properties.SlopeMultiplier = state.SlopeMultiplier);
}
