Encog.Neural.NEAT.Training.NEATTraining.SpeciateAndCalculateSpawnLevels C# (CSharp) Method

        public void SpeciateAndCalculateSpawnLevels()
        {
            // calculate compatibility between genomes and species
            AdjustCompatibilityThreshold();

            // assign genomes to species (if any exist)
            foreach (IGenome g in Population.Genomes)
            {
                var genome = (NEATGenome) g;
                bool added = false;

                foreach (ISpecies s in Population.Species)
                {
                    double compatibility = genome.GetCompatibilityScore((NEATGenome) s.Leader);

                    if (compatibility <= paramCompatibilityThreshold)
                    {
                        AddSpeciesMember(s, genome);
                        genome.SpeciesID = s.SpeciesID;
                        added = true;
                        break;
                    }
                }

                // if this genome did not fall into any existing species, create a
                // new species
                if (!added)
                {
                    Population.Species.Add(
                        new BasicSpecies(Population, genome,
                                         Population.AssignSpeciesID()));
                }
            }

            AdjustSpeciesScore();

            foreach (IGenome g in Population.Genomes)
            {
                var genome = (NEATGenome) g;
                totalFitAdjustment += genome.AdjustedScore;
            }

            averageFitAdjustment = totalFitAdjustment
                                   /Population.Size();

            foreach (IGenome g in Population.Genomes)
            {
                var genome = (NEATGenome) g;
                double toSpawn = genome.AdjustedScore
                                 /averageFitAdjustment;
                genome.AmountToSpawn = toSpawn;
            }

            foreach (ISpecies species in Population.Species)
            {
                species.CalculateSpawnAmount();
            }
        }