// Create a ne random genome from the given parameters.
public Genome RandomGenome(
int inputs = 2,
int outputs = 2,
int hiddenNodes = 5,
int connectionMutations = 5,
float weight = 10)
{
Genome result = new Genome(inputs, outputs, weight);
for (int i = 0; i < hiddenNodes; i++)
{
var neuron = Mutator.MutateAddNode(result);
if (neuron == null)
{
break;
}
neuron.InGenes[0].Weight = Random.Range(-weight, weight);
neuron.OutGenes[0].Weight = Random.Range(-weight, weight);
}
var poplProxy = FindObjectOfType <PopulationProxy>();
var config = poplProxy == null ? poplProxy.Config : new NEATConfig();
for (int i = 0; i < connectionMutations; i++)
{
var gene = Mutator.MutateAddGene(config, result);
if (gene == null)
{
break;
}
gene.Weight = Random.Range(-weight, weight);
}
return(result);
}