public bool Match(IGenerationResult <T, TScore> generationResult)
{
int mostFitGenomeGeneration = generationResult.FittestGenome.GenomeInfo.Generation;
double averageGenomeGeneration = generationResult.AverageGenomeGeneration;
return(generationResult.GenerationNumber > _minGenerationsToTakeEffect &&
(mostFitGenomeGeneration / (double)generationResult.GenerationNumber < _mostFitGenomeMaxAgePercentage || averageGenomeGeneration / generationResult.GenerationNumber < _averageGenomeMaxAgePercentage));
}
public void LogGeneration(IGenerationResult <Coefficients, double> generationResult)
{
using (var generationFile = new StreamWriter($"generation_{generationResult.GenerationNumber}_{_loggerId}.csv"))
{
foreach (var fitnessResult in generationResult.OrderedGenomes)
{
Coefficients genome = fitnessResult.GenomeInfo.Genome;
generationFile.WriteLine($"{fitnessResult.Fitness:e2},{fitnessResult.GenomeInfo.Generation},{genome.FifthLevel:0.0000},{genome.FourthLevel:0.0000},{genome.ThirdLevel:0.0000},{genome.SecondLevel:0.0000},{genome.FirstLevel:0.0000}");
}
}
}
public void LogGenerationInfo(IGenerationResult <GameAgentLogicGenome, double> generationResult)
{
Console.WriteLine("----------------------------");
Console.WriteLine($"{_runId},{generationResult.GenerationNumber},{generationResult.FittestGenome.Fitness}");
_logFile.WriteLine($"{_runId},{generationResult.GenerationNumber},{generationResult.FittestGenome.Fitness}");
Console.WriteLine($"Monster w/ weapon func {generationResult.FittestGenome.GenomeInfo.Genome.MonsterWhenPossessingWeaponScoreFunc}");
Console.WriteLine($"Monster no weapon func {generationResult.FittestGenome.GenomeInfo.Genome.MonsterWhenNotPossessingWeaponScoreFunc}");
Console.WriteLine($"Weapon w/ weapon func {generationResult.FittestGenome.GenomeInfo.Genome.WeaponWhenPossessingWeaponScoreFunc}");
Console.WriteLine($"Weapon no weapon func {generationResult.FittestGenome.GenomeInfo.Genome.WeaponWhenNotPossessingWeaponScoreFunc}");
LogGeneration(generationResult);
}
public void LogGeneration(IGenerationResult <GameAgentMultipliers, double> generation)
{
using (var resultFile = new StreamWriter($"results_{_runId}.csv"))
{
var best = generation.FittestGenome.GenomeInfo.Genome;
resultFile.WriteLine($"Gold multipliers {string.Join(", ", best.GoldScoreMultiplier.Select(d => $"{d:0.0000}"))}");
resultFile.WriteLine($"Monster w/ weapon multipliers {string.Join(", ", best.MonsterWhenPossessingWeaponScoreMultiplier.Select(d => $"{d:0.0000}"))}");
resultFile.WriteLine($"Monster no weapon multipliers {string.Join(", ", best.MonsterWhenNotPossessingWeaponScoreMultiplier.Select(d => $"{d:0.0000}"))}");
resultFile.WriteLine($"Weapon w/ weapon multipliers {string.Join(", ", best.WeaponWhenPossessingWeaponScoreMultiplier.Select(d => $"{d:0.0000}"))}");
resultFile.WriteLine($"Weapon no weapon multipliers {string.Join(", ", best.WeaponWhenPossessingNotWeaponScoreMultiplier.Select(d => $"{d:0.0000}"))}");
resultFile.Close();
}
}
public void LogGenerationInfo(IGenerationResult <Coefficients, double> generationResult)
{
// Console.WriteLine($" Average generation: {generationResult.AverageGenomeGeneration:0.00}");
// Console.WriteLine($" Average fitness: {generationResult.OrderedGenomes.Average(r => r.Fitness):e2}");
LogGenome(generationResult.FittestGenome);
FitnessResult <Coefficients, double> topGenome = generationResult.FittestGenome;
double averageAgeTop10Genomes = generationResult.OrderedGenomes.Take(10).Average(r => r.GenomeInfo.Generation);
var averageScoreAllGenomes = generationResult.OrderedGenomes.Average(r => r.Fitness);
var averageScoreTop10Genomes = generationResult.OrderedGenomes.Take(10).Average(r => r.Fitness);
_logFile.WriteLine($"{_loggerId},{generationResult.GenerationNumber},{generationResult.AverageGenomeGeneration:0.00},{averageAgeTop10Genomes:0.00},{topGenome.GenomeInfo.Generation:0},{averageScoreAllGenomes:e2},{averageScoreTop10Genomes:e2},{topGenome.Fitness:e2}");
_logFile.Flush();
}
public bool Match(IGenerationResult <T, double> generationResult)
{
double currentGenerationFitness = generationResult.FittestGenome.Fitness;
_previousGenerationFitnesses.Enqueue(currentGenerationFitness);
if (_previousGenerationFitnesses.Count > _numGenerations)
{
double oldestGenerationFitness = _previousGenerationFitnesses.Dequeue();
if (Math.Abs(oldestGenerationFitness - currentGenerationFitness) < _minImprovement)
{
return(true);
}
}
return(false);
}
public void LogGenerationInfo(IGenerationResult <GameAgentMultipliers, double> generationResult)
{
Console.WriteLine($"{_runId},{generationResult.GenerationNumber},{generationResult.FittestGenome.Fitness}");
_logFile.WriteLine($"{_runId},{generationResult.GenerationNumber},{generationResult.FittestGenome.Fitness}");
}
public void LogGenerationInfo(IGenerationResult <MyThing, int> generationResult)
{
Console.WriteLine($" Average generation: {generationResult.AverageGenomeGeneration}");
Console.WriteLine($" Average fitness: {generationResult.OrderedGenomes.Average(r => r.Fitness)}");
}
public void LogGeneration(IGenerationResult <MyThing, int> generation)
{
}
public bool Match(IGenerationResult <T, TScore> generationResult)
{
return(_fitnessScoreConditionFunc(generationResult.FittestGenome.Fitness));
}
