static void Main(string[] args)
{
int randomSeed = (int)((DateTime.UtcNow.Subtract(new DateTime(1970, 1, 1))).TotalSeconds);
QLearningAI ai1 = new QLearningAI(randomSeed + 0, 0.3f, 0.9f, 0.9f);
RandomMoveAI ai2 = new RandomMoveAI(randomSeed + 1);
const int numTrainGames = 100000;
const int numEvaluateGames = 10000;
TrainGames(ai1, ai2, numTrainGames);
Simulate.WinnerStats winnerStats = Simulate.RunGames(Simulate.CreateNewGameState(), (gameState) => {
switch (gameState.NextPlayer)
{
case BoardState.Player.Player1:
return(ai1.GetPlayerInput(gameState, false));
case BoardState.Player.Player2:
return(ai2.GetPlayerInput(gameState));
default:
throw new Exception("Invalid NextPlayer");
}
}, numEvaluateGames);
Display.PrintWinnerStats(winnerStats);
}
public static void PrintWinnerStats(Simulate.WinnerStats winnerStats)
{
int total = winnerStats.Player1Wins + winnerStats.Player2Wins + winnerStats.Draws;
Console.WriteLine("Player 1 wins: " + winnerStats.Player1Wins.ToString() + " (" + (winnerStats.Player1Wins * 100 / total).ToString() + "%)");
Console.WriteLine("Player 2 wins: " + winnerStats.Player2Wins.ToString() + " (" + (winnerStats.Player2Wins * 100 / total).ToString() + "%)");
Console.WriteLine("Draws: " + winnerStats.Draws.ToString() + " (" + (winnerStats.Draws * 100 / total).ToString() + "%)");
}
