private void SimpleWhatFiresTogetherWiresTogether()
{
if (!EnableWhatFiresTogetherWiresTogether)
{
return;
}
if (ParallelExecution)
{
Parallel.For(0, Layers.Count - 1, i =>
{
IBrainLayer layerTransmit = Layers[i];
IBrainLayer layerRecieve = Layers[i + 1];
for (int m = 0; m < layerTransmit.FiredNeurons.Count; m++)
{
Neuron neuron1 = layerTransmit.FiredNeurons[m];
for (int n = 0; n < layerRecieve.FiredNeurons.Count; n++)
{
Neuron neuron2 = layerRecieve.FiredNeurons[n];
AddConnection(neuron1, neuron2, 0.2f, false);
}
}
});
}
else
{
for (int i = 0; i < Layers.Count - 1; i++)
{
IBrainLayer layerTransmit = Layers[i];
IBrainLayer layerRecieve = Layers[i + 1];
for (int m = 0; m < layerTransmit.FiredNeurons.Count; m++)
{
Neuron neuron1 = layerTransmit.FiredNeurons[m];
for (int n = 0; n < layerRecieve.FiredNeurons.Count; n++)
{
Neuron neuron2 = layerRecieve.FiredNeurons[n];
AddConnection(neuron1, neuron2, 0.2f, false);
}
}
}
}
}
private void ComplexWhatFiresTogetherWiresTogether()
{
if (!EnableWhatFiresTogetherWiresTogether)
{
return;
}
if (ParallelExecution)
{
Parallel.For(1, Layers.Count, i => {
IBrainLayer layerRecieve = Layers[i];
for (int m = 0; m < layerRecieve.FiredNeurons.Count; m++)
{
Neuron receptor = layerRecieve.FiredNeurons[m];
IBrainLayer layerTransmit = layerRecieve;
int startIndex = 0;
switch (receptor.ConnectionType)
{
case ConnectionTypes.LocalLayer:
startIndex = m + 1;
break;
case ConnectionTypes.PreviousLayer:
layerTransmit = Layers[i - 1];
break;
default:
continue;
}
for (int n = startIndex; n < layerTransmit.FiredNeurons.Count; n++)
{
Neuron transmitter = layerTransmit.FiredNeurons[n];
if (receptor.Rank == transmitter.Rank)
{
AddConnectionRandomDirection(transmitter, receptor);
}
else if (transmitter.ConnectionType == ConnectionTypes.LocalLayer || transmitter.ConnectionType == ConnectionTypes.None)
{
AddConnection(transmitter, receptor);
}
}
}
});
}
else
{
for (int i = 1; i < Layers.Count; i++)
{
IBrainLayer layerRecieve = Layers[i];
for (int m = 0; m < layerRecieve.FiredNeurons.Count; m++)
{
Neuron receptor = layerRecieve.FiredNeurons[m];
IBrainLayer layerTransmit = layerRecieve;
int startIndex = 0;
switch (receptor.ConnectionType)
{
case ConnectionTypes.LocalLayer:
startIndex = m + 1;
break;
case ConnectionTypes.PreviousLayer:
layerTransmit = Layers[i - 1];
break;
default:
continue;
}
for (int n = startIndex; n < layerTransmit.FiredNeurons.Count; n++)
{
Neuron transmitter = layerTransmit.FiredNeurons[n];
if (receptor.Rank == transmitter.Rank)
{
AddConnectionRandomDirection(transmitter, receptor);
}
else if (transmitter.ConnectionType == ConnectionTypes.LocalLayer || transmitter.ConnectionType == ConnectionTypes.None)
{
AddConnection(transmitter, receptor);
}
}
}
}
}
}