我目前正在尝试自学Minimax算法，并且我已尝试在java中使用tic tac toe实现它。然而，我的算法中存在一个错误，我无法弄清楚导致它的原因。
以下是完整的源代码（对不起文字墙！）：
public class TicTacToe {
private static boolean gameEnded = false;
private static boolean player = true;
private static Scanner in = new Scanner(System.in);
private static Board board = new Board();
public static void main(String[] args){
System.out.println(board);
while(!gameEnded){
Position position = null;
if(player){
position = makeMove();
board = new Board(board, position, PlayerSign.Cross);
}else{
board = findBestMove(board);
}
player = !player;
System.out.println(board);
evaluateGame();
}
}
private static Board findBestMove(Board board) {
ArrayList<Position> positions = board.getFreePositions();
Board bestChild = null;
int previous = Integer.MIN_VALUE;
for(Position p : positions){
Board child = new Board(board, p, PlayerSign.Circle);
int current = max(child);
System.out.println("Child Score: " + current);
if(current > previous){
bestChild = child;
previous = current;
}
}
return bestChild;
}
public static int max(Board board){
GameState gameState = board.getGameState();
if(gameState == GameState.CircleWin)
return 1;
else if(gameState == GameState.CrossWin)
return -1;
else if(gameState == GameState.Draw)
return 0;
ArrayList<Position> positions = board.getFreePositions();
int best = Integer.MIN_VALUE;
for(Position p : positions){
Board b = new Board(board, p, PlayerSign.Cross);
int move = min(b);
if(move > best)
best = move;
}
return best;
}
public static int min(Board board){
GameState gameState = board.getGameState();
if(gameState == GameState.CircleWin)
return 1;
else if(gameState == GameState.CrossWin)
return -1;
else if(gameState == GameState.Draw)
return 0;
ArrayList<Position> positions = board.getFreePositions();
int best = Integer.MAX_VALUE;
for(Position p : positions){
Board b = new Board(board, p, PlayerSign.Circle);
int move = max(b);
if(move < best)
best = move;
}
return best;
}
public static void evaluateGame(){
GameState gameState = board.getGameState();
gameEnded = true;
switch(gameState){
case CrossWin :
System.out.println("Game Over! Cross Won!");
break;
case CircleWin :
System.out.println("Game Over! Circle Won!");
break;
case Draw :
System.out.println("Game Over! Game Drawn!");
break;
default : gameEnded = false;
break;
}
}
public static Position makeMove(){
Position position = null;
while(true){
System.out.print("Select column(x-axis). 0, 1 or 2: ");
int column = getColOrRow();
System.out.print("Select row(y-axis). 0, 1 or 2: ");
int row = getColOrRow();
position = new Position(column, row);
if(board.isMarked(position))
System.out.println("Position already marked!");
else break;
}
return position;
}
private static int getColOrRow(){
int ret = -1;
while(true){
try{
ret = Integer.parseInt(in.nextLine());
} catch (NumberFormatException e){}
if(ret < 0 | ret > 2)
System.out.print("\nIllegal input... please re-enter: ");
else break;
}
return ret;
}
}
public enum PlayerSign{
Cross, Circle
}
public enum GameState {
Incomplete, CrossWin, CircleWin, Draw
}
public final class Position {
public final int column;
public final int row;
public Position(int column, int row){
this.column = column;
this.row = row;
}
}
public class Board {
private char[][] board; //e = empty, x = cross, o = circle.
public Board(){
board = new char[3][3];
for(int y = 0; y < 3; y++)
for(int x = 0; x < 3; x++)
board[x][y] = 'e'; //Board initially empty
}
public Board(Board from, Position position, PlayerSign sign){
board = new char[3][3];
for(int y = 0; y < 3; y++)
for(int x = 0; x < 3; x++)
board[x][y] = from.board[x][y];
board[position.column][position.row] = sign==PlayerSign.Cross ? 'x':'o';
}
public ArrayList<Position> getFreePositions(){
ArrayList<Position> retArr = new ArrayList<Position>();
for(int y = 0; y < 3; y++)
for(int x = 0; x < 3; x++)
if(board[x][y] == 'e')
retArr.add(new Position(x, y));
return retArr;
}
public GameState getGameState(){
if(hasWon('x'))
return GameState.CrossWin;
else if(hasWon('o'))
return GameState.CircleWin;
else if(getFreePositions().size() == 0)
return GameState.Draw;
else return GameState.Incomplete;
}
private boolean hasWon(char sign){ //8 ways to win.
if(board[1][1] == sign){
if(board[0][0] == sign && board[2][2] == sign)
return true;
if(board[0][2] == sign && board[2][0] == sign)
return true;
if(board[1][0] == sign && board[1][2] == sign)
return true;
if(board[0][1] == sign && board[2][1] == sign)
return true;
}
if(board[0][0] == sign){
if(board[0][1] == sign && board[0][2] == sign)
return true;
if(board[1][0] == sign && board[2][0] == sign)
return true;
}
if(board[2][2] == sign){
if(board[1][2] == sign && board[0][2] == sign)
return true;
if( board[2][1] == sign && board[2][0] == sign)
return true;
}
return false;
}
public boolean isMarked(Position position){
if(board[position.column][position.row] != 'e')
return true;
return false;
}
public String toString(){
String retString = "\n";
for(int y = 0; y < 3; y++){
for(int x = 0; x < 3; x++){
if(board[x][y] == 'x' || board[x][y] == 'o')
retString += "["+board[x][y]+"]";
else
retString += "[ ]";
}
retString += "\n";
}
return retString;
}
}
这是我运行程序时的输出（计算机是圆圈）：
[ ][ ][ ]
[ ][ ][ ]
[ ][ ][ ]
Select column(x-axis). 0, 1 or 2: 1
Select row(y-axis). 0, 1 or 2: 1
[ ][ ][ ]
[ ][x][ ]
[ ][ ][ ]
Child Score: 0
Child Score: 0
Child Score: 0
Child Score: 0
Child Score: 0
Child Score: 0
Child Score: 0
Child Score: 0
[o][ ][ ]
[ ][x][ ]
[ ][ ][ ]
Select column(x-axis). 0, 1 or 2: 0
Select row(y-axis). 0, 1 or 2: 1
[o][ ][ ]
[x][x][ ]
[ ][ ][ ]
Child Score: -1
Child Score: 0
Child Score: 0
Child Score: -1
Child Score: -1
Child Score: -1
[o][ ][o]
[x][x][ ]
[ ][ ][ ]
Select column(x-axis). 0, 1 or 2:
正如你在第一步之后所看到的那样，计算机认为无论采取什么动作都可以获得平局（得分= 0）。
在第二步中，我在第0栏第1行放了一个十字架。出于某种原因，计算机认为有两种可能的动作来达到平局（得分= 0）并且只有四次失去动作（得分= -1）。然后它会做出不正确的举动，认为它会得到平局。
我首先想到hasWon方法有问题，但是我已经测试了所有8种连续三种方法的方法，它们都返回true。
我怀疑问题存在于findBestMove，max或min方法的某个地方，但我无法弄清楚究竟是什么导致它。
如果有人可以告诉导致错误的原因或者如何更好地调试我的递归算法，我会非常感激。
答案 0 :(得分：7)
在我看来，你混淆了min和max的部分内容。目前，您的max会返回 human 可能采取的最糟糕的移动（对他而言）的值，而不是计算机可能采取的最佳移动。同样，min返回计算机可能采取的最差移动值，而不是对手的最佳移动值。
通过在min和max中切换播放器标签来解决此问题，而findBestMove应调用min，而不是max。