public GameAction GenerateAction(GameState gameState)
{
var expander = new MCTreeSearchExpander <TicTacToeGame, GameState, GameAction, Player>(TicTacToeGame.Instance, new Random(0));
var playoutGenerator = new GamePlayoutRandomGenerator <GameState, Player, GameAction>(TicTacToeGame.Instance, new Random(0));
var mcts = new MCTreeSearch <TicTacToeGame, GameState, GameAction, Player>(expander, playoutGenerator);
TicTacToeMctsNavigator mctsNavigator = new TicTacToeMctsNavigator(mcts, TicTacToeGame.Instance, new MCTreeSearchNode <GameState, GameAction>(null, gameState, null));
mctsNavigator.Round(1000);
return(mctsNavigator.CurrentNode.Children.MaxItem(e => e.Value.Visits).Key);
}
private void TicTacToeMonteCarloDemoForm_Load(object sender, EventArgs e)
{
gameState = new GameState();
var random = new Random(0);
var expander = new MCTreeSearchExpander <TicTacToeGame, GameState, GameAction, Player>(TicTacToeGame.Instance, random);
var playoutGenerator = new GamePlayoutRandomGenerator <GameState, Player, GameAction>(TicTacToeGame.Instance, random);
var mcts = new TicTacToeMcts(expander, playoutGenerator);
var rootNode = new TicTacToeMctsNode(null, gameState, null);
mctsNavigator = new MCTreeSearchNavigator <TicTacToeMcts, TicTacToeGame, TicTacToeMctsNode, GameState, GameAction, Player>(mcts, TicTacToeGame.Instance, rootNode);
//mcts = new PVNetworkBasedMCTreeSearch<TicTacToeGame, GameState, GameAction, Player>(TicTacToeGame.Instance, new GameState(), new PVNetworkMock<GameState, GameAction>(10), new Random());
}
public GoGameForm()
{
InitializeComponent();
var random = new Random(0);
FieldCoordinates optimizedPlayoutGenerator(GameState gameState)
{
var allowedActions = gameState.GetAllowedActionsForRandomPlayout();
return(allowedActions.Any() ? random.Next(allowedActions) : FieldCoordinates.Pass);
}
var game = new GoGame();
var gameRootState = new GameState(9);
var playoutRootNode = new GamePlayoutNode <GameState, FieldCoordinates>(gameRootState);
var playoutTree = new GamePlayoutTree <GameState, FieldCoordinates, Stone>(playoutRootNode);
var playoutGenerator = new GamePlayoutRandomGenerator <GameState, Stone, FieldCoordinates>(game, optimizedPlayoutGenerator);
//var mctsSettings = new GoMctsSettings(random) { PlayoutGenerator = playoutGenerator };
var mctsExpander = new MCTreeSearchExpander <GoGame, GameState, FieldCoordinates, Stone>(game, random);
var mcts = new GoMcts(mctsExpander, playoutGenerator);
var mctsRootNode = new GoMctsNode(null, gameRootState, null);
var mctsNavigator = new GoMctsNavigator(mcts, game, mctsRootNode);
MainNavigator1 = new ObservableGameTreeNavigator <GoMctsNavigator, GameState, FieldCoordinates, Stone, MCTreeSearchNode <GameState, FieldCoordinates> >(mctsNavigator);
//new MCTreeSearchNavigator<GoMcts, GoGame, GoMctsNode, GameState, FieldCoordinates, Stone>(mcts, game, mctsRootNode);
//MainNavigator1 = new MCTreeNavigator<GoGame, GameState, FieldCoordinates, Stone>(mcts);
var playoutNavigator = new GamePlayoutNavigator <GameState, FieldCoordinates, Stone>(playoutTree);
PlayoutNavigator = new ObservableGameTreeNavigator <GamePlayoutNavigator <GameState, FieldCoordinates, Stone>, GameState, FieldCoordinates, Stone, GamePlayoutNode <GameState, FieldCoordinates> >(playoutNavigator);
new GameTreeNavigationController <GoGame, GameState, FieldCoordinates, Stone, MCTreeSearchNode <GameState, FieldCoordinates> >(MainNavigator1, mainBoardNavigationScroll);
new GameTreeNavigationController <GoGame, GameState, FieldCoordinates, Stone, GamePlayoutNode <GameState, FieldCoordinates> >(PlayoutNavigator, playoutScrollBar);
goBoardControl1.OnAction += MainBoardControl_OnAction;
InitializePreparedPositionControl();
MainNavigator1.Forwarded += MainNavigator_Forwarded;
MainNavigator1.Navigated += MainNavigator_Navigated;
PlayoutNavigator.Forwarded += PlayoutNavigator_Forwarded;
PlayoutNavigator.Navigated += PlayoutNavigator_Navigated;
}
