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);
}
/// <summary>
/// Creates the tree
/// </summary>
/// <param name="initialPieces"></param>
/// <param name="budget"></param>
protected void CreateTree(PieceModel[] initialPieces, float budget)
{
treeSearch = new MCTreeSearch(this, currentTetrisState, budget, initialPieces);
currentNode = treeSearch.rootNode;
}
