public static double PointValue(this EnemyTypes enemyType, SerializableChromosome chromosome)
{
if (!HasCalculatedMinimums)
{
CalculateMinimums();
}
var enemyAttributes = BaseEnemy.GetGeneticAttributes(enemyType.Attributes(), chromosome);
var healthPoints = enemyAttributes.MaximumHealth / minHealth;
var speedPoints = enemyAttributes.EffectiveSpeed / minSpeed;
var flyingPoints = enemyAttributes.IsFlying ? 1.5 : 1;
var piercePoints = enemyAttributes.EffectivePiercingResist - minPierce;
var bombardPoints = enemyAttributes.EffectiveBombardResist - minBombard;
var chemicalPoints = enemyAttributes.EffectiveChemicalResist - minChemical;
var frostPoints = enemyAttributes.EffectiveFrostResist - minFrost;
var firePoints = enemyAttributes.EffectiveFireResist - minFire;
var electricPoints = enemyAttributes.EffectiveElectricResist - minElectric;
var resistPoints = piercePoints + bombardPoints + chemicalPoints + frostPoints + firePoints +
electricPoints;
var survivalPoints = healthPoints * resistPoints;
var movePoints = speedPoints * flyingPoints;
var pointValue = survivalPoints * movePoints;
return(pointValue);
}
public static double Evaluate(List <double> inputList, EnemyTypes enemyType, SerializableChromosome chromosome)
{
var enemyAttributes = enemyType.Attributes();
var effectiveAttributes = BaseEnemy.GetGeneticAttributes(enemyAttributes, chromosome);
var attributesAsInput = Enumerable.ToArray(EnemyAttributesToInput(effectiveAttributes));
for (var i = 0; i < MaxEnemies; i++)
{
inputList.AddRange(attributesAsInput);
}
var score = _machineLearningModel.Predict(inputList.ToArray());
return(score);
}
public static double PointValue(this EnemyTypes enemyType)
{
if (PointValues.ContainsKey(enemyType))
{
return(PointValues[enemyType]);
}
if (!HasCalculatedMinimums)
{
CalculateMinimums();
}
var enemyAttributes = enemyType.Attributes();
var healthPoints = enemyAttributes.Health / minHealth;
var speedPoints = enemyAttributes.Speed / minSpeed;
var flyingPoints = enemyAttributes.IsFlying ? 1.5 : 1;
var piercePoints = enemyAttributes.PiercingResist - minPierce;
var bombardPoints = enemyAttributes.BombardResist - minBombard;
var chemicalPoints = enemyAttributes.ChemicalResist - minChemical;
var frostPoints = enemyAttributes.FrostResist - minFrost;
var firePoints = enemyAttributes.FireResist - minFire;
var electricPoints = enemyAttributes.ElectricResist - minElectric;
var resistPoints = piercePoints + bombardPoints + chemicalPoints + frostPoints + firePoints +
electricPoints;
var survivalPoints = healthPoints * resistPoints;
var movePoints = speedPoints * flyingPoints;
var pointValue = survivalPoints * movePoints;
PointValues.Add(enemyType, pointValue);
return(pointValue);
}
