public void AddNeuron()
{
if (!AllSynapses.Any())
{
AddSynapse();
return;
}
//Debug.Log("Poczatek add neuron");
int tmp = RandomGenerator.Next(AllSynapses.Count);
Synapse oldSyn = AllSynapses.ToList()[tmp].Value;
AllSynapses.Remove(oldSyn.InnovationNo);
oldSyn.InputNeuron.OutputSynapses.Remove(oldSyn);
oldSyn.OutputNeuron.InputSynapses.Remove(oldSyn);
Neuron neuron = new Neuron(NeuronInnovationNo);
Synapse newSyn1 = new Synapse(oldSyn.InputNeuron, neuron, SynapseInnovationNo);
newSyn1.Weight = 1;
Synapse newSyn2 = new Synapse(neuron, oldSyn.OutputNeuron, SynapseInnovationNo);
newSyn2.Weight = oldSyn.Weight;
HiddenLayers.Add(neuron.InnovationNo, neuron);
AllSynapses.Add(newSyn1.InnovationNo, newSyn1);
AllSynapses.Add(newSyn2.InnovationNo, newSyn2);
}
private void DelSynapse()
{
if (!AllSynapses.Any())
{
return;
}
int tmp = RandomGenerator.Next(AllSynapses.Count);
Synapse oldSyn = AllSynapses.Values.ToList()[tmp];
oldSyn.InputNeuron.OutputSynapses.Remove(oldSyn);
oldSyn.OutputNeuron.InputSynapses.Remove(oldSyn);
AllSynapses.Remove(oldSyn.InnovationNo);
}
private void DelNeuron()
{
if (!HiddenLayers.Any())
{
return;
}
int tmp = RandomGenerator.Next(HiddenLayers.Count);
Neuron oldNeu = HiddenLayers.Values.ToList()[tmp];
foreach (var synapse in oldNeu.InputSynapses)
{
synapse.InputNeuron.OutputSynapses.Remove(synapse);
AllSynapses.Remove(synapse.InnovationNo);
}
foreach (var synapse in oldNeu.OutputSynapses)
{
synapse.OutputNeuron.InputSynapses.Remove(synapse);
AllSynapses.Remove(synapse.InnovationNo);
}
HiddenLayers.Remove(oldNeu.InnovationNo);
}
