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   -> 数据结构与算法 -> Java&C++题解与拓展——leetcode1728.猫和老鼠 II【全是知识盲区】 -> 正文阅读

[数据结构与算法]Java&C++题解与拓展——leetcode1728.猫和老鼠 II【全是知识盲区】

每日一题做题记录,参考官方和三叶的题解

题目要求

在这里插入图片描述
在这里插入图片描述
【看到标题里的II就意识到了事情的不对】

思路一:博弈论DP

Java

class Solution {
    static int S =  8 * 8 * 8 * 8, th = 1000;
    static int[][] f = new int[S][th]; // mouse置0, cat置1
    String[] g;
    int gx, gy, cj, mj, fx, fy; // 边界,最大步数,食物
    int[][] dirs = new int[][]{{1,0}, {-1,0}, {0,1}, {0,-1}}; // 上下左右

    int dfs(int mx, int my, int cx, int cy, int k) {
        int state = (mx << 9) | (my << 6) | (cx << 3) | cy;
        if(k == th - 1) // 回合上限
            return f[state][k] = 1;
        if(mx == cx && my == cy) // 抓到老鼠
            return f[state][k] = 1;
        if(mx == fx && my == fy) // 老鼠吃到
            return f[state][k] = 0;
        if(cx == fx && cy == fy) // 猫吃到
            return f[state][k] = 1;
        if(f[state][k] != -1)
            return f[state][k];
        if(k % 2 == 0) { // 偶数轮,老鼠移动
            for(int[] di : dirs) {
                for(int i = 0; i <= mj; i++) {
                    int nmx = mx + di[0] * i, nmy = my + di[1] * i; // 向某方向走i步
                    if(nmx < 0 || nmx >= gx || nmy < 0 || nmy >= gy)
                        break;
                    if(g[nmx].charAt(nmy) == '#')
                        break;
                    if(dfs(nmx, nmy, cx, cy, k + 1) == 0)
                        return f[state][k] = 0;
                }
            }
            return f[state][k] = 1;
        }
        else { // 奇数轮,猫移动
            for(int[] di : dirs) {
                for(int i = 0; i <= cj; i++) {
                    int ncx = cx + di[0] * i, ncy = cy + di[1] * i;
                    if(ncx < 0 || ncx >= gx || ncy < 0 || ncy >= gy)
                        break;
                    if(g[ncx].charAt(ncy) == '#')
                        break;
                    if(dfs(mx, my, ncx, ncy, k + 1) == 1)
                        return f[state][k] = 1;
                }
            }
            return f[state][k] = 0;
        }
    }

    public boolean canMouseWin(String[] grid, int catJump, int mouseJump) {
        g = grid;
        gx = g.length;
        gy = g[0].length();
        cj = catJump;
        mj = mouseJump;
        int mx = 0, my = 0, cx = 0, cy = 0;
        for (int i = 0; i < S; i++)
            Arrays.fill(f[i], -1);

        for (int i = 0; i < gx; i++) {
            for (int j = 0; j < gy; j++) { // 定位猫、老鼠、食物
                if (g[i].charAt(j) == 'M') {
                    mx = i;
                    my = j;
                } else if (g[i].charAt(j) == 'C') {
                    cx = i;
                    cy = j;
                } else if (g[i].charAt(j) == 'F') {
                    fx = i; 
                    fy = j;
                }
            }
        }
        return dfs(mx, my, cx, cy, 0) == 0;
    }
}
  • 时间复杂度: O ( n 2 × m 2 × 1000 × 4 × L ) O(n^2\times m^2\times 1000\times 4\times L) O(n2×m2×1000×4×L),其中 m m m n n n分别为矩阵长宽, L L L为最长移动距离
  • 空间复杂度: O ( n 2 × m 2 × 1000 ) O(n^2\times m^2\times 1000) O(n2×m2×1000)

C++

【不出所料地超时了……】

const static int S =  8 * 8 * 8 * 8, th = 1000;
class Solution {
    int f[S][th]; // mouse置0, cat置1
    vector<string> g;
    int gx, gy, cj, mj, fx, fy; // 边界,最大步数,食物
    int dirs[4][2] = {{1,0}, {-1,0}, {0,1}, {0,-1}}; // 上下左右
public:
    int dfs(int mx, int my, int cx, int cy, int k) {
        int state = (mx << 9) | (my << 6) | (cx << 3) | cy;
        if(k == th - 1) // 回合上限
            return f[state][k] = 1;
        if(mx == cx && my == cy) // 抓到老鼠
            return f[state][k] = 1;
        if(mx == fx && my == fy) // 老鼠吃到
            return f[state][k] = 0;
        if(cx == fx && cy == fy) // 猫吃到
            return f[state][k] = 1;
        if(f[state][k] != -1)
            return f[state][k];

        if(k % 2 == 0) { // 偶数轮,老鼠移动
            for(auto di : dirs) {
                for(int i = 0; i <= mj; i++) {
                    int nmx = mx + di[0] * i, nmy = my + di[1] * i; // 向某方向走i步
                    if(nmx < 0 || nmx >= gx || nmy < 0 || nmy >= gy)
                        break;
                    if(g[nmx][nmy] == '#')
                        break;
                    if(dfs(nmx, nmy, cx, cy, k + 1) == 0)
                        return f[state][k] = 0;
                    }
                }
            return f[state][k] = 1;
        }

        else { // 奇数轮,猫移动
            for(auto di : dirs) {
                for(int i = 0; i <= cj; i++) {
                    int ncx = cx + di[0] * i, ncy = cy + di[1] * i;
                    if(ncx < 0 || ncx >= gx || ncy < 0 || ncy >= gy)
                        break;
                    if(g[ncx][ncy] == '#')
                        break;
                    if(dfs(mx, my, ncx, ncy, k + 1) == 1)
                        return f[state][k] = 1;
                }
            }
            return f[state][k] = 0;
        }
    }

    bool canMouseWin(vector<string>& grid, int catJump, int mouseJump) {
        g = grid;
        gx = g.size();
        gy = g[0].size();
        cj = catJump;
        mj = mouseJump;
        int mx = 0, my = 0, cx = 0, cy = 0;
        memset(f, -1, sizeof(f));
        
        for (int i = 0; i < gx; i++) {
            for (int j = 0; j < gy; j++) { // 定位猫、老鼠、食物
                if (g[i][j] == 'M') {
                    mx = i;
                    my = j;
                } else if (g[i][j] == 'C') {
                    cx = i;
                    cy = j;
                } else if (g[i][j] == 'F') {
                    fx = i; 
                    fy = j;
                }
            }
        }
        return dfs(mx, my, cx, cy, 0) == 0;
    }
};
  • 时间复杂度: O ( n 2 × m 2 × 1000 × 4 × L ) O(n^2\times m^2\times 1000\times 4\times L) O(n2×m2×1000×4×L),其中 m m m n n n分别为矩阵长宽, L L L为最长移动距离
  • 空间复杂度: O ( n 2 × m 2 × 1000 ) O(n^2\times m^2\times 1000) O(n2×m2×1000)

思路二:拓扑排序

【放着之后来搞懂】

Java

class Solution {
    static final int MOUSE_TURN = 0, CAT_TURN = 1;
    static final int UNKNOWN = 0, MOUSE_WIN = 1, CAT_WIN = 2;
    static final int MAX_MOVES = 1000;
    int[][] dirs = {{-1, 0}, {1, 0}, {0, -1}, {0, 1}};
    int rows, cols;
    String[] grid;
    int catJump, mouseJump;
    int food;
    int[][][] degrees;
    int[][][][] results;

    public boolean canMouseWin(String[] grid, int catJump, int mouseJump) {
        this.rows = grid.length;
        this.cols = grid[0].length();
        this.grid = grid;
        this.catJump = catJump;
        this.mouseJump = mouseJump;
        int startMouse = -1, startCat = -1;
        for (int i = 0; i < rows; i++) {
            for (int j = 0; j < cols; j++) {
                char c = grid[i].charAt(j);
                if (c == 'M') {
                    startMouse = getPos(i, j);
                } else if (c == 'C') {
                    startCat = getPos(i, j);
                } else if (c == 'F') {
                    food = getPos(i, j);
                }
            }
        }
        int total = rows * cols;
        degrees = new int[total][total][2];
        results = new int[total][total][2][2];
        Queue<int[]> queue = new ArrayDeque<int[]>();
        // 计算每个状态的度
        for (int mouse = 0; mouse < total; mouse++) {
            int mouseRow = mouse / cols, mouseCol = mouse % cols;
            if (grid[mouseRow].charAt(mouseCol) == '#') {
                continue;
            }
            for (int cat = 0; cat < total; cat++) {
                int catRow = cat / cols, catCol = cat % cols;
                if (grid[catRow].charAt(catCol) == '#') {
                    continue;
                }
                degrees[mouse][cat][MOUSE_TURN]++;
                degrees[mouse][cat][CAT_TURN]++;
                for (int[] dir : dirs) {
                    for (int row = mouseRow + dir[0], col = mouseCol + dir[1], jump = 1; row >= 0 && row < rows && col >= 0 && col < cols && grid[row].charAt(col) != '#' && jump <= mouseJump; row += dir[0], col += dir[1], jump++) {
                        int nextMouse = getPos(row, col), nextCat = getPos(catRow, catCol);
                        degrees[nextMouse][nextCat][MOUSE_TURN]++;
                    }
                    for (int row = catRow + dir[0], col = catCol + dir[1], jump = 1; row >= 0 && row < rows && col >= 0 && col < cols && grid[row].charAt(col) != '#' && jump <= catJump; row += dir[0], col += dir[1], jump++) {
                        int nextMouse = getPos(mouseRow, mouseCol), nextCat = getPos(row, col);
                        degrees[nextMouse][nextCat][CAT_TURN]++;
                    }
                }
            }
        }
        // 猫和老鼠在同一个单元格,猫获胜
        for (int pos = 0; pos < total; pos++) {
            int row = pos / cols, col = pos % cols;
            if (grid[row].charAt(col) == '#') {
                continue;
            }
            results[pos][pos][MOUSE_TURN][0] = CAT_WIN;
            results[pos][pos][MOUSE_TURN][1] = 0;
            results[pos][pos][CAT_TURN][0] = CAT_WIN;
            results[pos][pos][CAT_TURN][1] = 0;
            queue.offer(new int[]{pos, pos, MOUSE_TURN});
            queue.offer(new int[]{pos, pos, CAT_TURN});
        }
        // 猫和食物在同一个单元格,猫获胜
        for (int mouse = 0; mouse < total; mouse++) {
            int mouseRow = mouse / cols, mouseCol = mouse % cols;
            if (grid[mouseRow].charAt(mouseCol) == '#' || mouse == food) {
                continue;
            }
            results[mouse][food][MOUSE_TURN][0] = CAT_WIN;
            results[mouse][food][MOUSE_TURN][1] = 0;
            results[mouse][food][CAT_TURN][0] = CAT_WIN;
            results[mouse][food][CAT_TURN][1] = 0;
            queue.offer(new int[]{mouse, food, MOUSE_TURN});
            queue.offer(new int[]{mouse, food, CAT_TURN});
        }
        // 老鼠和食物在同一个单元格且猫和食物不在同一个单元格,老鼠获胜
        for (int cat = 0; cat < total; cat++) {
            int catRow = cat / cols, catCol = cat % cols;
            if (grid[catRow].charAt(catCol) == '#' || cat == food) {
                continue;
            }
            results[food][cat][MOUSE_TURN][0] = MOUSE_WIN;
            results[food][cat][MOUSE_TURN][1] = 0;
            results[food][cat][CAT_TURN][0] = MOUSE_WIN;
            results[food][cat][CAT_TURN][1] = 0;
            queue.offer(new int[]{food, cat, MOUSE_TURN});
            queue.offer(new int[]{food, cat, CAT_TURN});
        }
        // 拓扑排序
        while (!queue.isEmpty()) {
            int[] state = queue.poll();
            int mouse = state[0], cat = state[1], turn = state[2];
            int result = results[mouse][cat][turn][0];
            int moves = results[mouse][cat][turn][1];
            List<int[]> prevStates = getPrevStates(mouse, cat, turn);
            for (int[] prevState : prevStates) {
                int prevMouse = prevState[0], prevCat = prevState[1], prevTurn = prevState[2];
                if (results[prevMouse][prevCat][prevTurn][0] == UNKNOWN) {
                    boolean canWin = (result == MOUSE_WIN && prevTurn == MOUSE_TURN) || (result == CAT_WIN && prevTurn == CAT_TURN);
                    if (canWin) {
                        results[prevMouse][prevCat][prevTurn][0] = result;
                        results[prevMouse][prevCat][prevTurn][1] = moves + 1;
                        queue.offer(new int[]{prevMouse, prevCat, prevTurn});
                    } else {
                        degrees[prevMouse][prevCat][prevTurn]--;
                        if (degrees[prevMouse][prevCat][prevTurn] == 0) {
                            int loseResult = prevTurn == MOUSE_TURN ? CAT_WIN : MOUSE_WIN;
                            results[prevMouse][prevCat][prevTurn][0] = loseResult;
                            results[prevMouse][prevCat][prevTurn][1] = moves + 1;
                            queue.offer(new int[]{prevMouse, prevCat, prevTurn});
                        }
                    }
                }
            }
        }
        return results[startMouse][startCat][MOUSE_TURN][0] == MOUSE_WIN && results[startMouse][startCat][MOUSE_TURN][1] <= MAX_MOVES;
    }

    public List<int[]> getPrevStates(int mouse, int cat, int turn) {
        List<int[]> prevStates = new ArrayList<int[]>();
        int mouseRow = mouse / cols, mouseCol = mouse % cols;
        int catRow = cat / cols, catCol = cat % cols;
        int prevTurn = turn == MOUSE_TURN ? CAT_TURN : MOUSE_TURN;
        int maxJump = prevTurn == MOUSE_TURN ? mouseJump : catJump;
        int startRow = prevTurn == MOUSE_TURN ? mouseRow : catRow;
        int startCol = prevTurn == MOUSE_TURN ? mouseCol : catCol;
        prevStates.add(new int[]{mouse, cat, prevTurn});
        for (int[] dir : dirs) {
            for (int i = startRow + dir[0], j = startCol + dir[1], jump = 1; i >= 0 && i < rows && j >= 0 && j < cols && grid[i].charAt(j) != '#' && jump <= maxJump; i += dir[0], j += dir[1], jump++) {
                int prevMouseRow = prevTurn == MOUSE_TURN ? i : mouseRow;
                int prevMouseCol = prevTurn == MOUSE_TURN ? j : mouseCol;
                int prevCatRow = prevTurn == MOUSE_TURN ? catRow : i;
                int prevCatCol = prevTurn == MOUSE_TURN ? catCol : j;
                int prevMouse = getPos(prevMouseRow, prevMouseCol);
                int prevCat = getPos(prevCatRow, prevCatCol);
                prevStates.add(new int[]{prevMouse, prevCat, prevTurn});
            }
        }
        return prevStates;
    }

    public int getPos(int row, int col) {
        return row * cols + col;
    }
}
  • 时间复杂度: O ( n 2 × m 2 × ( n + m ) ) O(n^2\times m^2\times(n+m)) O(n2×m2×(n+m)),其中 m m m n n n分别为矩阵长宽。状态数是 O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2),对于每个状态需要 O ( m + n ) O(m+n) O(m+n)的时间计算状态值。
  • 空间复杂度: O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2),需记录每个状态的度和结果,状态数是 O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2)

C++

static const int MOUSE_TURN = 0, CAT_TURN = 1;
static const int UNKNOWN = 0, MOUSE_WIN = 1, CAT_WIN = 2;
static const int MAX_MOVES = 1000;

class Solution {
public: 
    vector<vector<int>> dirs = {{-1, 0}, {1, 0}, {0, -1}, {0, 1}};
    int rows, cols;
    vector<string> grid;
    int catJump, mouseJump;
    int food;
    int degrees[64][64][2];
    int results[64][64][2][2];

    bool canMouseWin(vector<string> grid, int catJump, int mouseJump) {
        this->rows = grid.size();
        this->cols = grid[0].size();
        this->grid = grid;
        this->catJump = catJump;
        this->mouseJump = mouseJump;
        int startMouse = -1, startCat = -1;
        for (int i = 0; i < rows; i++) {
            for (int j = 0; j < cols; j++) {
                char c = grid[i][j];
                if (c == 'M') {
                    startMouse = getPos(i, j);
                } else if (c == 'C') {
                    startCat = getPos(i, j);
                } else if (c == 'F') {
                    food = getPos(i, j);
                }
            }
        }
        int total = rows * cols;
        memset(degrees, 0, sizeof(degrees));
        memset(results, 0, sizeof(results));
        queue<tuple<int, int, int>> qu;
        // 计算每个状态的度
        for (int mouse = 0; mouse < total; mouse++) {
            int mouseRow = mouse / cols, mouseCol = mouse % cols;
            if (grid[mouseRow][mouseCol] == '#') {
                continue;
            }
            for (int cat = 0; cat < total; cat++) {
                int catRow = cat / cols, catCol = cat % cols;
                if (grid[catRow][catCol] == '#') {
                    continue;
                }
                degrees[mouse][cat][MOUSE_TURN]++;
                degrees[mouse][cat][CAT_TURN]++;
                for (auto & dir : dirs) {
                    for (int row = mouseRow + dir[0], col = mouseCol + dir[1], jump = 1; row >= 0 && row < rows && col >= 0 && col < cols && grid[row][col] != '#' && jump <= mouseJump; row += dir[0], col += dir[1], jump++) {
                        int nextMouse = getPos(row, col), nextCat = getPos(catRow, catCol);
                        degrees[nextMouse][nextCat][MOUSE_TURN]++;
                    }
                    for (int row = catRow + dir[0], col = catCol + dir[1], jump = 1; row >= 0 && row < rows && col >= 0 && col < cols && grid[row][col] != '#' && jump <= catJump; row += dir[0], col += dir[1], jump++) {
                        int nextMouse = getPos(mouseRow, mouseCol), nextCat = getPos(row, col);
                        degrees[nextMouse][nextCat][CAT_TURN]++;
                    }
                }
            }
        }
        // 猫和老鼠在同一个单元格,猫获胜
        for (int pos = 0; pos < total; pos++) {
            int row = pos / cols, col = pos % cols;
            if (grid[row][col] == '#') {
                continue;
            }
            results[pos][pos][MOUSE_TURN][0] = CAT_WIN;
            results[pos][pos][MOUSE_TURN][1] = 0;
            results[pos][pos][CAT_TURN][0] = CAT_WIN;
            results[pos][pos][CAT_TURN][1] = 0;
            qu.emplace(pos, pos, MOUSE_TURN);
            qu.emplace(pos, pos, CAT_TURN);
        }
        // 猫和食物在同一个单元格,猫获胜
        for (int mouse = 0; mouse < total; mouse++) {
            int mouseRow = mouse / cols, mouseCol = mouse % cols;
            if (grid[mouseRow][mouseCol] == '#' || mouse == food) {
                continue;
            }
            results[mouse][food][MOUSE_TURN][0] = CAT_WIN;
            results[mouse][food][MOUSE_TURN][1] = 0;
            results[mouse][food][CAT_TURN][0] = CAT_WIN;
            results[mouse][food][CAT_TURN][1] = 0;
            qu.emplace(mouse, food, MOUSE_TURN);
            qu.emplace(mouse, food, CAT_TURN);
        }
        // 老鼠和食物在同一个单元格且猫和食物不在同一个单元格,老鼠获胜
        for (int cat = 0; cat < total; cat++) {
            int catRow = cat / cols, catCol = cat % cols;
            if (grid[catRow][catCol] == '#' || cat == food) {
                continue;
            }
            results[food][cat][MOUSE_TURN][0] = MOUSE_WIN;
            results[food][cat][MOUSE_TURN][1] = 0;
            results[food][cat][CAT_TURN][0] = MOUSE_WIN;
            results[food][cat][CAT_TURN][1] = 0;
            qu.emplace(food, cat, MOUSE_TURN);
            qu.emplace(food, cat, CAT_TURN);
        }
        // 拓扑排序
        while (!qu.empty()) {
            auto [mouse, cat, turn] = qu.front();
            qu.pop();
            int result = results[mouse][cat][turn][0];
            int moves = results[mouse][cat][turn][1];
            vector<tuple<int, int, int>> prevStates = getPrevStates(mouse, cat, turn);
            for (auto [prevMouse, prevCat, prevTurn] : prevStates) {
                if (results[prevMouse][prevCat][prevTurn][0] == UNKNOWN) {
                    bool canWin = (result == MOUSE_WIN && prevTurn == MOUSE_TURN) || (result == CAT_WIN && prevTurn == CAT_TURN);
                    if (canWin) {
                        results[prevMouse][prevCat][prevTurn][0] = result;
                        results[prevMouse][prevCat][prevTurn][1] = moves + 1;
                        qu.emplace(prevMouse, prevCat, prevTurn);
                    } else {
                        degrees[prevMouse][prevCat][prevTurn]--;
                        if (degrees[prevMouse][prevCat][prevTurn] == 0) {
                            int loseResult = prevTurn == MOUSE_TURN ? CAT_WIN : MOUSE_WIN;
                            results[prevMouse][prevCat][prevTurn][0] = loseResult;
                            results[prevMouse][prevCat][prevTurn][1] = moves + 1;
                            qu.emplace(prevMouse, prevCat, prevTurn);
                        }
                    }
                }
            }
        }
        return results[startMouse][startCat][MOUSE_TURN][0] == MOUSE_WIN && results[startMouse][startCat][MOUSE_TURN][1] <= MAX_MOVES;
    }
    
    vector<tuple<int, int, int>> getPrevStates(int mouse, int cat, int turn) {
        vector<tuple<int, int, int>> prevStates;
        int mouseRow = mouse / cols, mouseCol = mouse % cols;
        int catRow = cat / cols, catCol = cat % cols;
        int prevTurn = turn == MOUSE_TURN ? CAT_TURN : MOUSE_TURN;
        int maxJump = prevTurn == MOUSE_TURN ? mouseJump : catJump;
        int startRow = prevTurn == MOUSE_TURN ? mouseRow : catRow;
        int startCol = prevTurn == MOUSE_TURN ? mouseCol : catCol;
        prevStates.emplace_back(mouse, cat, prevTurn);
        for (auto & dir : dirs) {
            for (int i = startRow + dir[0], j = startCol + dir[1], jump = 1; i >= 0 && i < rows && j >= 0 && j < cols && grid[i][j] != '#' && jump <= maxJump; i += dir[0], j += dir[1], jump++) {
                int prevMouseRow = prevTurn == MOUSE_TURN ? i : mouseRow;
                int prevMouseCol = prevTurn == MOUSE_TURN ? j : mouseCol;
                int prevCatRow = prevTurn == MOUSE_TURN ? catRow : i;
                int prevCatCol = prevTurn == MOUSE_TURN ? catCol : j;
                int prevMouse = getPos(prevMouseRow, prevMouseCol);
                int prevCat = getPos(prevCatRow, prevCatCol);
                prevStates.emplace_back(prevMouse, prevCat, prevTurn);
            }
        }
        return prevStates;
    }

    int getPos(int row, int col) {
        return row * cols + col;
    }
};
  • 时间复杂度: O ( n 2 × m 2 × ( n + m ) ) O(n^2\times m^2\times(n+m)) O(n2×m2×(n+m)),其中 m m m n n n分别为矩阵长宽。状态数是 O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2),对于每个状态需要 O ( m + n ) O(m+n) O(m+n)的时间计算状态值。
  • 空间复杂度: O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2),需记录每个状态的度和结果,状态数是 O ( m 2 × n 2 ) O(m^2 \times n^2) O(m2×n2)

总结

就勉强搞懂个博弈论DP,剩下的拓扑排序cv了,感觉现在的level还不至于来磨这种题……

【满课还有一场考试,一道困难忙哭了呀】


欢迎指正与讨论!
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