/*/// <summary> moveAI * /// calls AI and returns (to) and (from) * /// </summary> * public PieceMove moveAI() * { * PieceMove aiMove = currentPlayer.getAIMove(currentPlayer, pegBoard, diskBoard); * move(aiMove.to, aiMove.from); * return aiMove; * }*/ /// <summary> moveAI /// calls AI and returns (to) and (from) /// </summary> public PieceMove moveAI(int treeDepth) { PieceMove aiMove = currentPlayer.getAIMove(currentPlayer, pegBoard, diskBoard, treeDepth); if (currentPlayer.playerType == Player.TypeOfPlayer.AI) { move(aiMove.to, aiMove.from); } return(aiMove); }
/// <summary> /// Populates each child node pushing every possible move /// </summary> /// <param name="parent"></param> /// <returns></returns> private List <TreeNode> PopulateTree(TreeNode parent) { List <TreeNode> children = new List <TreeNode>(); //loop through each peg //foreach (Peg peg in parent._pegBoard.pegList) ParallelOptions op = new ParallelOptions(); op.MaxDegreeOfParallelism = 40; Parallel.ForEach(parent._pegBoard.pegList, op, peg => { //if the peg is the same color as this node if (peg.color == parent._currentColor) { //loop through all possible moves foreach (Pair pair in _moveSet) { //if the move keeps us on the board, and it is a valid move if (peg.pos.row + pair.row >= 0 && peg.pos.row + pair.row < _pegBoard.size && peg.pos.col + pair.col >= 0 && peg.pos.col + pair.col < _pegBoard.size && isValid(new Pair(peg.pos.row + pair.row, peg.pos.col + pair.col), peg.pos, parent._pegBoard, parent._currentColor)) { //create a new pegBoard and make the move on the new board PegBoard pegBoard = new PegBoard(parent._pegBoard); DiskBoard diskBoard = new DiskBoard(parent._diskBoard); PieceMove pm = new PieceMove(new Pair(peg.pos.row + pair.row, peg.pos.col + pair.col), peg.pos); pegBoard.movePeg(parent._currentColor, pm.to, pm.from); if ((Math.Abs(pair.row) == 1 && Math.Abs(pair.col) == 1)) { diskBoard.placeDisk(parent._currentColor, pm.to, pm.from); } // change the diskBoard //add this new node as a child node lock (this) { children.Add(new TreeNode(parent._currentColor, pegBoard, diskBoard, parent._minimaxValue, new Pair(peg.pos.row + pair.row, peg.pos.col + pair.col), peg.pos, parent._levelInTree + 1, parent._aiColor, parent._movesFromWin, parent._maxTreeDepth, parent._middlePegHeuristic)); } } } } }); return(children); }
/// <summary> /// Private Constructor used to initialize child node /// </summary> /// <param name="currentColor"></param> ---> will switch color /// <param name="pegBoard"></param> /// <param name="diskBoard"></param> /// <param name="minimaxValue"></param> ---> will switch min/max /// <param name="to"></param> /// <param name="from"></param> /// <param name="levelInTree"></param> /// <param name="aiColor"></param> private TreeNode(Player.Color currentColor, PegBoard pegBoard, DiskBoard diskBoard, MiniMax minimaxValue, Pair to, Pair from, int levelInTree, Player.Color aiColor, int movesFromWin, int maxTreeDepth, double middlePegHeuristic) { this._pegBoard = pegBoard; this._diskBoard = diskBoard; this._moveMade = new PieceMove(); this._moveMade.to = to; this._moveMade.from = from; this._levelInTree = levelInTree; this._aiColor = aiColor; this._movesFromWin = movesFromWin - 1; this._maxTreeDepth = maxTreeDepth; this._middlePegHeuristic = middlePegHeuristic; if (maxTreeDepth == 1) { this._difficultyLevel = Difficulty.Easy; } else if (maxTreeDepth == 3) { this._difficultyLevel = Difficulty.Medium; } else { this._difficultyLevel = Difficulty.Hard; } // Switch colors if (currentColor == Player.Color.White) { this._currentColor = Player.Color.Black; } else { this._currentColor = Player.Color.White; } // Switch minimaxValue if (minimaxValue == MiniMax.Max) { this._minimaxValue = MiniMax.Min; } else { this._minimaxValue = MiniMax.Max; } }
public PieceMove getAIMove(Player currentPlayer, PegBoard pegBoard, DiskBoard diskBoard, int treeDepth) { PieceMove move = null; TreeNode root = new TreeNode(currentPlayer, pegBoard, diskBoard, TreeNode.MiniMax.Min, treeDepth); int selectedMove = root.AlphaBeta(root, int.MinValue, int.MaxValue); foreach (TreeNode node in root.children) { if (node.heuristicValue < selectedMove) { selectedMove = node.heuristicValue; move = node.moveMade; } } if (move == null) { move = root.children.ElementAt(0).moveMade; } return(move); }