private static EnemyList RecursivelyFindBestEnemyCombination(List <EnemyTypes> availableEnemyTypes, List <double> partialInput, EnemyList existingList, double pointsRemaining)
{
if (pointsRemaining == 0 || existingList.TotalEnemies >= MaxEnemies)
{
return(existingList);
}
var bestFitness = 0.0;
EnemyList bestList = null;
foreach (var enemyType in availableEnemyTypes)
{
var currentPoints = pointsRemaining;
var currentList = existingList.DeepClone();
var enemyPointValue = enemyType.PointValue();
if (enemyPointValue > currentPoints)
{
continue;
}
currentPoints -= enemyPointValue;
currentList.Add(enemyType);
if (currentPoints > 0 && currentList.TotalEnemies < MaxEnemies)
{
currentList = RecursivelyFindBestEnemyCombination(availableEnemyTypes, partialInput, currentList, currentPoints);
RecursionCount++;
}
double fitnessOfList;
if (RecordedFitness.ContainsKey(currentList))
{
fitnessOfList = RecordedFitness[currentList];
}
else
{
fitnessOfList = ScoreEnemyList(currentList, partialInput);
RecordedFitness.Add(currentList, fitnessOfList);
}
if (fitnessOfList < bestFitness)
{
continue;
}
bestFitness = fitnessOfList;
bestList = currentList;
}
return(bestList);
}
private static EnemyList GreedilyFindBestEnemyCombination(List <EnemyTypes> availableEnemyTypes,
List <double> partialInput, double pointsAvailable)
{
var enemyList = new EnemyList();
var minPointValue = availableEnemyTypes.Min(e => e.PointValue());
while (pointsAvailable >= minPointValue && enemyList.TotalEnemies < MaxEnemies)
{
var bestFitnessImprovement = 0.0;
var bestEnemyType = availableEnemyTypes.MinBy(e => e.PointValue());
var currentFitness = enemyList.TotalEnemies == 0 ? 0 : ScoreEnemyList(enemyList, partialInput);
foreach (var enemyType in availableEnemyTypes)
{
var enemyPointValue = enemyType.PointValue();
if (enemyPointValue > pointsAvailable)
{
continue;
}
var tempEnemyList = enemyList.DeepClone();
tempEnemyList.Add(enemyType);
var fitnessOfList = ScoreEnemyList(tempEnemyList, partialInput);
var enemyFitnessImprovement = fitnessOfList - currentFitness;
enemyFitnessImprovement /= enemyPointValue;
if (enemyFitnessImprovement < bestFitnessImprovement)
{
continue;
}
bestEnemyType = enemyType;
bestFitnessImprovement = enemyFitnessImprovement;
}
pointsAvailable -= bestEnemyType.PointValue();
enemyList.Add(bestEnemyType);
}
return(enemyList);
}