// Constructeurs
public gene(int[] sizes)
{
this.sizes = sizes;
this.layersNumber = sizes.Length - 1;
this.inputSize = sizes[0];
this.outputSize = sizes[layersNumber];
this.layers = new geneLayer[layersNumber];
// On génère des couches aléatoires
for (int i = 0; i < layersNumber; i++)
{
layers[i] = new geneLayer(sizes[i], sizes[i + 1]);
}
}
public static gene weightedAverage(gene[] genes, float[] weights)
{
// On moyenne toutes les couches
// On considère que tous les gènes ont la même structure
int layersNb = genes[0].layersNumber;
int genesNb = genes.Length;
geneLayer[] newLayers = new geneLayer[layersNb];
for (int iLayer = 0; iLayer < layersNb; iLayer++)
{
geneLayer[] toAverage = new geneLayer[genesNb];
for (int iGene = 0; iGene < genesNb; iGene++)
{
toAverage[iGene] = genes[iGene].layers[iLayer];
}
newLayers[iLayer] = geneLayer.weightedAverage(toAverage, weights);
}
return(new gene(newLayers));
}