private void SetupGame()
{
_myGame.ResetBoard();
_myAgent = GetAgent();
_myPlayer = PlayerSelectComboBox.SelectedItem.ToString() == BoardStates.white.ToString() ? BoardStates.black : BoardStates.white;
_boardPanels = new PiecePanel[OthelloGame.BOARD_SIZE, OthelloGame.BOARD_SIZE];
int tileSize = ((Size.Width > Size.Height) ? Size.Height - 45 : Size.Width - 45) / OthelloGame.BOARD_SIZE;
for (int i = 0; i < OthelloGame.BOARD_SIZE; i++)
{
for (int j = 0; j < OthelloGame.BOARD_SIZE; j++)
{
var newPanel = new PiecePanel(new int[] { i, j })
{
Size = new Size(tileSize, tileSize),
Location = new Point(tileSize * i, tileSize * j)
};
newPanel.MouseClick += new MouseEventHandler(OthelloPeice_Click);
Controls.Add(newPanel);
_boardPanels[i, j] = newPanel;
Color panelcolor = Color.Red;
if (BoardColorDictionary.BoardStateColors.TryGetValue(_myGame.GetBoard()[i, j], out panelcolor))
{
_boardPanels[i, j].ReColor(panelcolor);
}
}
}
if (_myGame.WhosTurn != _myPlayer)
{
_myGame.MakeMove(_myAgent.MakeMove(_myGame, ~_myPlayer));
}
}
private void SetupBoard()
{
_myGame = new OthelloGame();
_myAgent = new MinMaxAgent();
_boardPanels = new PiecePanel[OthelloGame.BOARD_SIZE, OthelloGame.BOARD_SIZE];
_currentViewedMove = 0;
int tileSize = ((Size.Width > Size.Height) ? Size.Height - 45 : Size.Width - 45) / OthelloGame.BOARD_SIZE;
for (int i = 0; i < OthelloGame.BOARD_SIZE; i++)
{
for (int j = 0; j < OthelloGame.BOARD_SIZE; j++)
{
var newPanel = new PiecePanel(new int[] { i, j })
{
Size = new Size(tileSize, tileSize),
Location = new Point(tileSize * i, tileSize * j)
};
newPanel.MouseClick += new MouseEventHandler(OthelloPeice_Click);
Controls.Add(newPanel);
_boardPanels[i, j] = newPanel;
Color panelcolor = Color.Red;
if (BoardColorDictionary.BoardStateColors.TryGetValue(_myGame.GetBoard()[i, j], out panelcolor))
{
_boardPanels[i, j].ReColor(panelcolor);
}
}
}
}
private void EducatedPlayButton_Click(object sender, EventArgs e)
{
EnableControlButtons(false);
new Thread(() =>
{
int unused = 0;
_myAgent = new MinMaxAgent(new HeuristicAgent(), Convert.ToInt32(MoveDepth.Text));
_myGame.MakeMove(_myGame.WhosTurn, _myAgent.MakeMove(_myGame, _myGame.WhosTurn));
Invoke(new Action(() =>
{
RefreshControls();
EnableControlButtons();
}));
}).Start();
}
public static FloatingPointChromosome EvolveGeneticAlgorithm(FloatingPointChromosome chromosome, IOthelloAgent agent, string chromosomeLabel = "")
{
IPopulation population = new TplPopulation(30, 60, chromosome);
IFitness fitness = new EvaluationFitness(agent);
ISelection selection = new RouletteWheelSelection(); //Guess
ICrossover crossover = new UniformCrossover(); //Guess
IMutation mutation = new UniformMutation(); //Guess
ITermination stagnation = new FitnessStagnationTermination(500);
ITermination threshold = new FitnessThresholdTermination(.9);
ITaskExecutor taskExecutor = new ParallelTaskExecutor()
{
MaxThreads = Environment.ProcessorCount,
MinThreads = Environment.ProcessorCount / 2
};
GeneticAlgorithm algorithm = new GeneticAlgorithm(population, fitness, selection, crossover, mutation)
{
TaskExecutor = new TplTaskExecutor(),
MutationProbability = .2f
};
algorithm.TaskExecutor = taskExecutor;
algorithm.Termination = stagnation;
algorithm.Start();
SaveChromosome((FloatingPointChromosome)algorithm.BestChromosome, chromosomeLabel);
Debug.WriteLine("finished Training, with {0} time spent on evolving", algorithm.TimeEvolving);
Debug.WriteLine("fitness of this generation vs the last : {0}", algorithm.Fitness);
return((FloatingPointChromosome)algorithm.BestChromosome);
}
public EvaluationFitness(IOthelloAgent agent, int testCount = 100) : base()
{
opposingAgent = agent;
TEST_COUNT = testCount;
}