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AI.java
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143 lines (134 loc) · 4.5 KB
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import java.util.ArrayList;
import java.util.List;
import java.util.function.Consumer;
public class AI {
final int DEPTH = 4;
int size;
List<Integer> board;
List<Consumer<Board>> collapseMethods = new ArrayList<>();
public AI(int sz, List<Integer> bd) {
size = sz;
board = bd;
collapseMethods.add(b -> b.verticalCollapse(true, false));
collapseMethods.add(b -> b.verticalCollapse(false, false));
collapseMethods.add(b -> b.horizontalCollapse(false, false));
collapseMethods.add(b -> b.horizontalCollapse(true, false));
}
public int playerMove() {
int bestMove = 0;
int maxEval = Integer.MIN_VALUE;
for ( Consumer<Board> method : collapseMethods ) {
Board bd = new Board(size, board);
List<Integer> tempBd = new ArrayList<>(bd.getBoard());
method.accept(bd);
if (bd.sameBoard(tempBd)) {
continue;
}
int eval = minimax(bd.getBoard(), DEPTH, false, Integer.MIN_VALUE, Integer.MAX_VALUE);
if (eval >= maxEval) {
bestMove = collapseMethods.indexOf(method) + 1;
maxEval = eval;
}
}
return bestMove;
}
private int minimax(List<Integer> board, int depth, boolean maximizingPlayer, int alpha, int beta) {
if (depth == 0) {
return getScore(board);
}
if (maximizingPlayer) {
int maxEval = Integer.MIN_VALUE;
for ( Consumer<Board> method : collapseMethods ) {
Board bd = new Board(size, board);
List<Integer> tempBd = new ArrayList<>(bd.getBoard());
method.accept(bd);
if (bd.sameBoard(tempBd)) {
continue;
}
int eval = minimax(bd.getBoard(), depth - 1, false, alpha, beta);
maxEval = Math.max(maxEval, eval);
alpha = Math.max(alpha, maxEval);
if (beta <= alpha) {
break;
}
}
return maxEval;
} else {
int minEval = Integer.MAX_VALUE;
for (int i = 0; i < size * size; i++) {
for (int j = 1; j <= 2; j++) {
List<Integer> bd = new ArrayList<>(board);
if (bd.get(i) != 0) {
continue;
}
bd.set(i, j * 2);
int eval = minimax(bd, depth - 1, true, alpha, beta);
minEval = Math.min(minEval, eval);
beta = Math.min(beta, minEval);
if (beta <= alpha) {
break;
}
}
}
return minEval;
}
}
private int getScore(List<Integer> board) {
int score = 0;
score += emptyCells(board, 25);
score += highestConcentration(board, 5, 45, 35);
score += combinable(board, 2);
return score;
}
private int emptyCells(List<Integer> board, int m) {
int score = 0;
for (int i = 0; i < size * size; i++) {
if (board.get(i) == 0) {
score++;
}
}
return score * m;
}
private int highestConcentration(List<Integer> board, int m1, int m2, int m3) {
int score = 0;
int highest = 0;
int highestX = 0;
int highestY = 0;
for (int i = 0; i < size * size; i++) {
if (board.get(i) > highest) {
highest = board.get(i);
highestX = i % size;
highestY = i / size;
}
}
if ((highestX == 0 || highestX == size - 1) && (highestY == 0 || highestY == size - 1)) {
score += m1;
}
if (highestX == 0 || highestX == size - 1 || highestY == 0 || highestY == size - 1) {
score += m2;
}
return score + (int)(Math.log(highest) / Math.log(2)) * m3;
}
private int combinable(List<Integer> board, int m) {
int score = 0;
int[][] stacks = new int[size * 2][size];
for (int i = 0; i < size; i++) {
for (int j = 0; j < size; j++) {
stacks[i][j] = board.get(i + j * size);
}
}
for (int i = 0; i < size; i++) {
for (int j = 0; j < size; j++) {
stacks[j + size][i] = board.get(i + j * size);
}
}
for ( int[] stack : stacks ) {
for (int i = 0; i < size - 1; i++) {
if (Math.abs((int)(Math.log(stack[i]) / Math.log(2)) - (int)(Math.log(stack[i + 1]) / Math.log(2))) <= 1) {
score += Math.min((int)(Math.log(stack[i]) / Math.log(2)), (int)(Math.log(stack[i + 1]) / Math.log(2)));
}
}
}
return score * m;
}
}