public override INeuralNetChromosome Clone()
{
var clone = new RMP_Chromosome();
clone.InhibitoryConnectionChance = InhibitoryConnectionChance;
clone.ConnectionChance = ConnectionChance;
clone.NewConnectionsCanForm = NewConnectionsCanForm;
clone.ConnectionsCanDie = ConnectionsCanDie;
clone.NewNeuronsCanForm = NewNeuronsCanForm;
clone.NeuronsCanDie = NeuronsCanDie;
clone.EyeRNeuronGenes.AddRange(EyeRNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.EyeGNeuronGenes.AddRange(EyeGNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.EyeBNeuronGenes.AddRange(EyeBNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.DistanceNeuronGenes.AddRange(DistanceNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.HiddenNeuronGenes.AddRange(HiddenNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.InputNeuronGenes.AddRange(InputNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.OutputNeuronGenes.AddRange(OutputNeuronGenes.Select(n => (RMP_NeuronGene)n.Clone()));
clone.MutationGenes.AddRange(MutationGenes.Select(n => (DoubleGene)n.Clone()));
clone.GlobalSigmoidFunction = (SigmoidFunction)GlobalSigmoidFunction.Clone();
clone.GlobalOutputSigmoidFunction = (SigmoidFunction)GlobalOutputSigmoidFunction.Clone();
return(clone);
}
public override INeuralNetChromosome CrossoverWith(INeuralNetChromosome netC2, CrossoverFunction crossoverFunction)
{
var c2 = (RMP_Chromosome)netC2;
var child = new RMP_Chromosome();
crossoverFunction.Crossover(MutationGenes, c2.MutationGenes, child.MutationGenes);
crossoverFunction.Crossover(EyeRNeuronGenes, c2.EyeRNeuronGenes, child.EyeRNeuronGenes);
crossoverFunction.Crossover(EyeGNeuronGenes, c2.EyeGNeuronGenes, child.EyeGNeuronGenes);
crossoverFunction.Crossover(EyeBNeuronGenes, c2.EyeBNeuronGenes, child.EyeBNeuronGenes);
crossoverFunction.Crossover(DistanceNeuronGenes, c2.DistanceNeuronGenes, child.DistanceNeuronGenes);
crossoverFunction.Crossover(HiddenNeuronGenes, c2.HiddenNeuronGenes, child.HiddenNeuronGenes);
crossoverFunction.Crossover(InputNeuronGenes, c2.InputNeuronGenes, child.InputNeuronGenes);
crossoverFunction.Crossover(OutputNeuronGenes, c2.OutputNeuronGenes, child.OutputNeuronGenes);
child.GlobalSigmoidFunction = (SigmoidFunction)GlobalSigmoidFunction.CrossoverModule(c2.GlobalSigmoidFunction, crossoverFunction);
child.GlobalOutputSigmoidFunction = (SigmoidFunction)GlobalOutputSigmoidFunction.CrossoverModule(c2.GlobalOutputSigmoidFunction, crossoverFunction);
return(child);
}
public static Func <bool> GUI_Edit(SingleSlotBox container, RMP_Chromosome chromosome)
{
var builder = new FieldBuilder();
builder.BuildSessionStart(container);
Dictionary <string, object> valueHolder = new Dictionary <string, object>();
valueHolder.Add("RMP_Chromosome", chromosome);
var inhibitoryConnectionChance = builder.AddDoubleField("Inhibitory Connection-Chance: ");
inhibitoryConnectionChance.Value = chromosome.InhibitoryConnectionChance;
var connectionChance = builder.AddDoubleField("Connection-Chance: ");
connectionChance.Value = chromosome.ConnectionChance;
var newConnectionsCanForm = builder.AddCheckBoxField("NewConnectionsCanForm: ");
newConnectionsCanForm.Checked = chromosome.NewConnectionsCanForm;
var connectionsCanDie = builder.AddCheckBoxField("ConnectionsCanDie: ");
connectionsCanDie.Checked = chromosome.ConnectionsCanDie;
var newNeuronsCanForm = builder.AddCheckBoxField("NewNeuronsCanForm: ");
newNeuronsCanForm.Checked = chromosome.NewNeuronsCanForm;
var neuronsCanDie = builder.AddCheckBoxField("NeuronsCanDie: ");
neuronsCanDie.Checked = chromosome.NeuronsCanDie;
Action reloadChromosome = delegate()
{
chromosome.InhibitoryConnectionChance = inhibitoryConnectionChance.Value;
chromosome.ConnectionChance = connectionChance.Value;
chromosome.NewConnectionsCanForm = newConnectionsCanForm.Checked;
chromosome.ConnectionsCanDie = connectionsCanDie.Checked;
chromosome.NewNeuronsCanForm = newNeuronsCanForm.Checked;
chromosome.NeuronsCanDie = neuronsCanDie.Checked;
};
if (chromosome.MutationGenes.Count == 0)
{
//Mutation Genes
chromosome.MutationGenes.Add(new DoubleGene("NeuronAddChance", 0, 1, 0.1));
chromosome.MutationGenes.Add(new DoubleGene("NeuronRemoveChance", 0, 1, 0.1));
chromosome.MutationGenes.Add(new DoubleGene("MaxNeuronRemoving", 0, 1, 0.1));
chromosome.MutationGenes.Add(new DoubleGene("MaxNeuronAdding", 0, 1, 0.1));
chromosome.MutationGenes.Add(new DoubleGene("ConnectionAddChance", 0, 1, 0.05));
chromosome.MutationGenes.Add(new DoubleGene("ConnectionRemoveChance", 0, 1, 0.05));
}
builder.AddResizableButtonField("Edit Mutation Genes", delegate(object sender)
{
EditDoubleGeneListForm.ShowDialogue(container.Parent, chromosome.MutationGenes);
});
var sigmoidTypes = Globals.GetAllTypesDeriving(typeof(SigmoidFunction), Assembly.GetExecutingAssembly());
var sigmoidNames = new List <string>(sigmoidTypes.Select(s => s.Name));
var globalSigmoidComboBox = builder.AddComboBoxField("GlobalSigmoid: ", sigmoidNames);
if (chromosome.GlobalSigmoidFunction != null)
{
var globalSigmoidType = chromosome.GlobalSigmoidFunction.GetType();
foreach (var type in sigmoidTypes)
{
if (type.IsEquivalentTo(globalSigmoidType))
{
globalSigmoidComboBox.Index = sigmoidTypes.IndexOf(type);
}
}
}
globalSigmoidComboBox.SelectedItemChanged += delegate(object sender, int newItemIndex, int oldItemIndex)
{
chromosome.GlobalSigmoidFunction = (SigmoidFunction)Activator.CreateInstance(sigmoidTypes[newItemIndex]);
};
var globalSigmoidEditButton = builder.AddResizableButtonField("Edit GlobalSigmoid", delegate(object sender)
{
if (chromosome.GlobalSigmoidFunction == null)
{
return;
}
var sigmoid = chromosome.GlobalSigmoidFunction;
sigmoidTypes[globalSigmoidComboBox.Index].InvokeMember("GUI_Edit", BindingFlags.Default | BindingFlags.InvokeMethod, null, null, new object[] { container.Parent, sigmoid });
});
var globalOutputSigmoidComboBox = builder.AddComboBoxField("GlobalOutputSigmoid: ", sigmoidNames);
if (chromosome.GlobalOutputSigmoidFunction != null)
{
var globalOutputSigmoidType = chromosome.GlobalOutputSigmoidFunction.GetType();
foreach (var type in sigmoidTypes)
{
if (type.IsEquivalentTo(globalOutputSigmoidType))
{
globalOutputSigmoidComboBox.Index = sigmoidTypes.IndexOf(type);
}
}
}
globalOutputSigmoidComboBox.SelectedItemChanged += delegate(object sender, int newItemIndex, int oldItemIndex)
{
chromosome.GlobalOutputSigmoidFunction = (SigmoidFunction)Activator.CreateInstance(sigmoidTypes[newItemIndex]);
};
var globalOutputSigmoidEditButton = builder.AddResizableButtonField("Edit GlobalOutputSigmoid", delegate(object sender)
{
if (chromosome.GlobalOutputSigmoidFunction == null)
{
return;
}
var sigmoid = chromosome.GlobalOutputSigmoidFunction;
sigmoidTypes[globalOutputSigmoidComboBox.Index].InvokeMember("GUI_Edit", BindingFlags.Default | BindingFlags.InvokeMethod, null, null, new object[] { container.Parent, sigmoid });
});
builder.AddResizableButtonField("Randomize", delegate(object sender)
{
reloadChromosome();
if (chromosome.GlobalSigmoidFunction == null ||
chromosome.GlobalOutputSigmoidFunction == null)
{
AlertForm.ShowDialogue(container.Parent, null, "Can't randomize before choosing a sigmoid function.");
}
else
{
RandomizeForm.ShowDialogue(container.Parent, chromosome);
}
});
builder.AddResizableButtonField("Edit Neuron-genes", delegate(object sender)
{
reloadChromosome();
EditChromosomeNeuronsForm.ShowDialogue(container.Parent, valueHolder);
});
container.IsClosing += delegate(object sender)
{
reloadChromosome();
};
builder.BuildSessionEnd();
return(delegate()
{
return chromosome.GlobalSigmoidFunction != null && chromosome.GlobalOutputSigmoidFunction != null;
});
}