public static BaseEnemy CreateNew(EnemyTypes enemyType, SerializableChromosome chromosome = null, bool isHorde = false)
{
BaseEnemy newEnemy;
switch (enemyType)
{
case EnemyTypes.Chicken1: newEnemy = Chicken1EnemyFactory.CreateNew(); break;
case EnemyTypes.Chicken2: newEnemy = Chicken2EnemyFactory.CreateNew(); break;
case EnemyTypes.Chicken3: newEnemy = Chicken3EnemyFactory.CreateNew(); break;
case EnemyTypes.Rabbit1: newEnemy = Rabbit1EnemyFactory.CreateNew(); break;
case EnemyTypes.Rabbit2: newEnemy = Rabbit2EnemyFactory.CreateNew(); break;
case EnemyTypes.Rabbit3: newEnemy = Rabbit3EnemyFactory.CreateNew(); break;
case EnemyTypes.Sheep1: newEnemy = Sheep1EnemyFactory.CreateNew(); break;
case EnemyTypes.Sheep2: newEnemy = Sheep2EnemyFactory.CreateNew(); break;
case EnemyTypes.Sheep3: newEnemy = Sheep3EnemyFactory.CreateNew(); break;
case EnemyTypes.Cow1: newEnemy = Cow1EnemyFactory.CreateNew(); break;
case EnemyTypes.Cow2: newEnemy = Cow2EnemyFactory.CreateNew(); break;
case EnemyTypes.Cow3: newEnemy = Cow3EnemyFactory.CreateNew(); break;
case EnemyTypes.Pig1: newEnemy = Pig1EnemyFactory.CreateNew(); break;
case EnemyTypes.Pig2: newEnemy = Pig2EnemyFactory.CreateNew(); break;
case EnemyTypes.Pig3: newEnemy = Pig3EnemyFactory.CreateNew(); break;
default:
throw new ArgumentOutOfRangeException(nameof(enemyType), enemyType, null);
}
if (isHorde)
{
newEnemy.RushEndPoint();
}
else
{
newEnemy.OnDeath += OnCreateAction;
newEnemy.FollowLine();
newEnemy.SetGenetics(chromosome ?? GeneticsManager.GenerateNewChromsome());
}
return(newEnemy);
}
private static void LoadAllGameData()
{
GeneticsManager.Initialize();
MachineLearningManager.LoadData(TempModelFileName, TempWaveDataFileName);
LoadDialogue();
HasLoadedData = true;
#if DEBUG
if (DebugVariables.ShouldTestDialogue)
{
TestDialogue();
}
if (DebugVariables.ShouldExportDialogue)
{
ExportDialogue();
}
}
private static double ScoreEnemyList(EnemyList enemyList, List <double> partialInput)
{
var completedInput = partialInput.DeepClone();
for (var j = 0; j < MaxEnemies; j++)
{
if (j < enemyList.EnemyCountTuples.Count)
{
var currentEnemyType = enemyList.EnemyCountTuples[j].Item2;
var chromosome = GeneticsManager.GetChromosomesForEnemyType(currentEnemyType).FirstOrDefault();
var enemyAttributes = currentEnemyType.Attributes();
var effectiveAttributes = BaseEnemy.GetGeneticAttributes(enemyAttributes, chromosome);
completedInput.AddRange(EnemyAttributesToInput(effectiveAttributes));
}
else
{
completedInput.AddRange(EnemyToInput(null));
}
}
return(_machineLearningModel.Predict(completedInput.ToArray()));
}
private static void TestGenetics()
{
GameStateManager.LoadIfNecessary();
var slr = 0.8;
var sm = 0.8;
var uslr = 0.9;
var usm = 0.2;
var usd = 0.21;
InputCount = (MaxPathingPoints * CountPerPathing) +
(MaxWaterPoints * CountPerWater) +
(MaxTowers * CountPerTower) +
(MaxEnemies * CountPerEnemy);
var listOfAllTowerTypes = GameStateManager.GetAllTowers();
var towerList = new List <BaseStructure>();
foreach (var towerType in listOfAllTowerTypes)
{
var towerInstantiation = StructureFactories.GetNewObject(towerType) as BaseStructure;
LearnMaxTowerValues(towerInstantiation);
towerList.Add(towerInstantiation);
}
CreateFitnessRankingInput(towerList);
for (var i = towerList.Count - 1; i >= 0; i--)
{
towerList[i].Destroy();
}
var outputList = new List <double>();
var inputList = new List <double[]>();
using (var reader = new StreamReader(@"wavedata.csv"))
{
while (!reader.EndOfStream)
{
var line = reader.ReadLine();
var values = line.Split('\t');
var output = double.Parse(values[0]);
outputList.Add(output);
var inputCount = values.Length - 1;
var inputArray = new double[inputCount];
for (var i = 1; i < inputCount; i++)
{
inputArray[i - 1] = double.Parse(values[i]);
}
inputList.Add(inputArray);
}
}
var fileName = $"BootstrappedGeneticData.csv";
CSV = new StringBuilder();
//_machineLearningModel = new DeepBeliefNetworkModel();
_machineLearningModel.Initialize(InputCount, (int)(InputCount * 0.8), uslr, usm, usd, slr, sm);
GameStateManager.LoadIfNecessary();
CSV.Clear();
//CSV.Append($"SampleSize, AvgFitness, Chicken1, Chicken2, Chicken3, Cow1, Cow2, Cow3, Sheep1, Sheep2, Sheep3, Rabbit1, Rabbit2, Rabbit3, Pig1, Pig2, Pig3");
//CSV.Append(Environment.NewLine);
//File.WriteAllText(fileName, CSV.ToString());
var partialOutput = new List <double>();
var partialInput = new List <double[]>();
//_waveData = new WaveData
//{
// WaveInputs = partialInput,
// WaveScores = partialOutput,
//};
var sampleSize = int.MaxValue;
for (var i = 0; i <= sampleSize; i++)
{
CSV.Clear();
var randomIndex = FlatRedBallServices.Random.Next(0, outputList.Count - 1);
_waveData.WaveInputs.Add(inputList[randomIndex]);
_waveData.WaveScores.Add(outputList[randomIndex]);
_machineLearningModel.LearnAll(_waveData);
GeneticsManager.EvaluateAndGenerate();
var currentFitness = GeneticsManager.GetAverageFitness();
CSV.Append($"{i + 1},{currentFitness}, " +
$"{GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Chicken1).Fitness}, { GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Chicken2).Fitness}, { GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Chicken3).Fitness}, " +
$"{GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Cow1).Fitness}, { GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Cow2).Fitness}, { GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Cow3).Fitness}, " +
$"{GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Sheep1).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Sheep2).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Sheep3).Fitness}, " +
$"{GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Rabbit1).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Rabbit2).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Rabbit3).Fitness}, " +
$"{GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Pig1).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Pig2).Fitness}, {GeneticsManager.GetBestChromsomeForEnemyType(EnemyTypes.Pig3).Fitness}"
);
CSV.Append(Environment.NewLine);
File.AppendAllText(fileName, CSV.ToString());
SaveData();
//GeneticsManager.Save("Genetics.xml");
}
}
