{"id":961943,"date":"2024-12-27T04:03:39","date_gmt":"2024-12-26T20:03:39","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/961943.html"},"modified":"2024-12-27T04:03:41","modified_gmt":"2024-12-26T20:03:41","slug":"python%e5%a6%82%e4%bd%95%e7%94%9f%e6%88%90%e9%9a%8f%e6%9c%ba%e8%bf%b7%e5%ae%ab","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/961943.html","title":{"rendered":"python\u5982\u4f55\u751f\u6210\u968f\u673a\u8ff7\u5bab"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25104028\/e01a7787-2d20-4b59-9e7d-d7b67d994047.webp\" alt=\"python\u5982\u4f55\u751f\u6210\u968f\u673a\u8ff7\u5bab\" \/><\/p>\n<p><p> <strong>\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u5e38\u7528\u65b9\u6cd5\u6709\uff1a\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u3001Prim\u7b97\u6cd5\u3001Kruskal\u7b97\u6cd5\u3002<\/strong> \u5176\u4e2d\uff0c\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u662f\u4e00\u79cd\u7b80\u5355\u4f46\u6709\u6548\u7684\u751f\u6210\u8ff7\u5bab\u7684\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u9012\u5f52\u5730\u63a2\u6d4b\u8def\u5f84\uff0c\u521b\u5efa\u51fa\u590d\u6742\u4e14\u591a\u53d8\u7684\u8ff7\u5bab\u7ed3\u6784\u3002\u8ba9\u6211\u4eec\u8be6\u7ec6\u63a2\u8ba8\u8fd9\u79cd\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><p>\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5229\u7528\u6808\u7684\u7279\u6027\u6765\u8bb0\u5f55\u8def\u5f84\uff0c\u786e\u4fdd\u6bcf\u4e2a\u4f4d\u7f6e\u53ea\u8bbf\u95ee\u4e00\u6b21\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a\u9996\u5148\u9009\u62e9\u4e00\u4e2a\u8d77\u59cb\u70b9\uff0c\u5c06\u5176\u6807\u8bb0\u4e3a\u5df2\u8bbf\u95ee\uff0c\u7136\u540e\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u672a\u8bbf\u95ee\u7684\u76f8\u90bb\u70b9\uff0c\u5c06\u5176\u52a0\u5165\u6808\u4e2d\uff0c\u5e76\u6253\u901a\u4e24\u70b9\u4e4b\u95f4\u7684\u5899\u58c1\u3002\u63a5\u7740\uff0c\u5c06\u65b0\u70b9\u6807\u8bb0\u4e3a\u5df2\u8bbf\u95ee\uff0c\u91cd\u590d\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u76f4\u5230\u6240\u6709\u70b9\u90fd\u88ab\u8bbf\u95ee\u4e3a\u6b62\u3002\u4e3a\u4e86\u9632\u6b62\u8ff7\u5bab\u8fc7\u4e8e\u7b80\u5355\u6216\u65e0\u8da3\uff0c\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u65b9\u5411\u4e0a\u6dfb\u52a0\u4e00\u5b9a\u7684\u968f\u673a\u6027\uff0c\u4ee5\u589e\u52a0\u8def\u5f84\u7684\u591a\u6837\u6027\u548c\u590d\u6742\u7a0b\u5ea6\u3002<\/p>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5185\u5bb9\uff1a<\/p>\n<\/p>\n<h2><strong>\u4e00\u3001\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab<\/strong><\/h2>\n<p><p>\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\uff08DFS\uff09\u662f\u4e00\u79cd\u7ecf\u5178\u7684\u56fe\u904d\u5386\u7b97\u6cd5\uff0c\u5e38\u7528\u4e8e\u751f\u6210\u8ff7\u5bab\u3002\u5b83\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u7b80\u5355\u6613\u61c2\uff0c\u5e76\u80fd\u591f\u751f\u6210\u590d\u6742\u591a\u6837\u7684\u8ff7\u5bab\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><h2>1\u3001\u7b97\u6cd5\u539f\u7406<\/h2>\n<\/p>\n<p><p>\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab\u7684\u57fa\u672c\u601d\u60f3\u662f\u4ece\u4e00\u4e2a\u8d77\u59cb\u70b9\u51fa\u53d1\uff0c\u901a\u8fc7\u9012\u5f52\u5730\u63a2\u6d4b\u8def\u5f84\uff0c\u521b\u5efa\u51fa\u590d\u6742\u4e14\u591a\u53d8\u7684\u8ff7\u5bab\u7ed3\u6784\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u9009\u62e9\u8d77\u70b9<\/strong>\uff1a\u4ece\u8ff7\u5bab\u7684\u67d0\u4e2a\u4f4d\u7f6e\u4f5c\u4e3a\u8d77\u70b9\u5f00\u59cb\u751f\u6210\u3002<\/li>\n<li><strong>\u63a2\u6d4b\u8def\u5f84<\/strong>\uff1a\u4ece\u5f53\u524d\u70b9\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u672a\u8bbf\u95ee\u7684\u76f8\u90bb\u70b9\uff0c\u5e76\u6253\u901a\u4e24\u70b9\u4e4b\u95f4\u7684\u5899\u58c1\u3002<\/li>\n<li><strong>\u9012\u5f52\u8bbf\u95ee<\/strong>\uff1a\u5c06\u65b0\u70b9\u6807\u8bb0\u4e3a\u5df2\u8bbf\u95ee\uff0c\u5e76\u9012\u5f52\u63a2\u6d4b\u65b0\u7684\u8def\u5f84\u3002<\/li>\n<li><strong>\u56de\u6eaf<\/strong>\uff1a\u5f53\u6240\u6709\u76f8\u90bb\u70b9\u90fd\u5df2\u8bbf\u95ee\u65f6\uff0c\u56de\u6eaf\u5230\u4e0a\u4e00\u4e2a\u8282\u70b9\u7ee7\u7eed\u63a2\u6d4b\u5176\u4ed6\u8def\u5f84\u3002<\/li>\n<\/ul>\n<p><h2>2\u3001\u4ee3\u7801\u5b9e\u73b0<\/h2>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4f7f\u7528Python\u5b9e\u73b0\u7684\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import random<\/p>\n<p>def generate_maze(width, height):<\/p>\n<p>    # \u521d\u59cb\u5316\u8ff7\u5bab\uff0c\u6240\u6709\u5899\u58c1\u90fd\u5b58\u5728<\/p>\n<p>    maze = [[1 for _ in range(width)] for _ in range(height)]<\/p>\n<p>    # \u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5<\/p>\n<p>    def dfs(x, y):<\/p>\n<p>        # \u968f\u673a\u6253\u4e71\u65b9\u5411<\/p>\n<p>        directions = [(0, 1), (1, 0), (0, -1), (-1, 0)]<\/p>\n<p>        random.shuffle(directions)<\/p>\n<p>        for dx, dy in directions:<\/p>\n<p>            nx, ny = x + dx * 2, y + dy * 2<\/p>\n<p>            if 0 &lt;= nx &lt; width and 0 &lt;= ny &lt; height and maze[ny][nx] == 1:<\/p>\n<p>                maze[ny][nx] = 0<\/p>\n<p>                maze[y + dy][x + dx] = 0<\/p>\n<p>                dfs(nx, ny)<\/p>\n<p>    # \u9009\u62e9\u8d77\u70b9<\/p>\n<p>    start_x, start_y = random.randrange(0, width, 2), random.randrange(0, height, 2)<\/p>\n<p>    maze[start_y][start_x] = 0<\/p>\n<p>    dfs(start_x, start_y)<\/p>\n<p>    return maze<\/p>\n<h2><strong>\u6253\u5370\u8ff7\u5bab<\/strong><\/h2>\n<p>def print_maze(maze):<\/p>\n<p>    for row in maze:<\/p>\n<p>        print(&#39;&#39;.join([&#39;#&#39; if cell == 1 else &#39; &#39; for cell in row]))<\/p>\n<h2><strong>\u751f\u6210\u5e76\u6253\u5370\u8ff7\u5bab<\/strong><\/h2>\n<p>maze = generate_maze(21, 21)<\/p>\n<p>print_maze(maze)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u7b97\u6cd5\u4f18\u7f3a\u70b9<\/h2>\n<\/p>\n<ul>\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u7b80\u5355\u6613\u61c2\uff0c\u4ee3\u7801\u5b9e\u73b0\u8f83\u4e3a\u7b80\u6d01\u3002\u751f\u6210\u7684\u8ff7\u5bab\u901a\u5e38\u8def\u5f84\u590d\u6742\u591a\u6837\uff0c\u6709\u8f83\u597d\u7684\u53ef\u73a9\u6027\u3002<\/li>\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\u7531\u4e8e\u5176\u9012\u5f52\u7279\u6027\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8def\u5f84\u8fc7\u957f\uff0c\u5bb9\u6613\u751f\u6210\u504f\u5411\u4e00\u6761\u8def\u5f84\u7684\u8ff7\u5bab\u3002<\/li>\n<\/ul>\n<h2><strong>\u4e8c\u3001Prim\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab<\/strong><\/h2>\n<p><p>Prim\u7b97\u6cd5\u662f\u4e00\u79cd\u751f\u6210\u6700\u5c0f\u751f\u6210\u6811\u7684\u7ecf\u5178\u7b97\u6cd5\uff0c\u540c\u6837\u53ef\u4ee5\u5e94\u7528\u4e8e\u8ff7\u5bab\u751f\u6210\u3002\u5b83\u80fd\u6709\u6548\u5730\u751f\u6210\u8def\u5f84\u5747\u5300\u5206\u5e03\u7684\u8ff7\u5bab\u3002<\/p>\n<\/p>\n<p><h2>1\u3001\u7b97\u6cd5\u539f\u7406<\/h2>\n<\/p>\n<p><p>Prim\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab\u7684\u6838\u5fc3\u601d\u60f3\u662f\u4ece\u4e00\u4e2a\u8d77\u59cb\u70b9\u5f00\u59cb\uff0c\u901a\u8fc7\u4e0d\u65ad\u6269\u5c55\u5f53\u524d\u5df2\u751f\u6210\u7684\u8ff7\u5bab\u8def\u5f84\uff0c\u9010\u6b65\u6253\u901a\u5899\u58c1\u76f4\u81f3\u8986\u76d6\u6574\u4e2a\u8ff7\u5bab\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u521d\u59cb\u5316<\/strong>\uff1a\u9009\u62e9\u4e00\u4e2a\u8d77\u59cb\u70b9\uff0c\u6807\u8bb0\u4e3a\u901a\u8def\u3002<\/li>\n<li><strong>\u6269\u5c55\u8def\u5f84<\/strong>\uff1a\u4ece\u5df2\u6807\u8bb0\u7684\u901a\u8def\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u70b9\uff0c\u5e76\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u672a\u8bbf\u95ee\u7684\u76f8\u90bb\u70b9\uff0c\u6253\u901a\u4e24\u8005\u4e4b\u95f4\u7684\u5899\u58c1\u3002<\/li>\n<li><strong>\u6807\u8bb0\u901a\u8def<\/strong>\uff1a\u5c06\u65b0\u70b9\u6807\u8bb0\u4e3a\u901a\u8def\uff0c\u91cd\u590d\u6269\u5c55\u8def\u5f84\u7684\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u5f53\u6240\u6709\u70b9\u90fd\u88ab\u8bbf\u95ee\u65f6\uff0c\u751f\u6210\u7ed3\u675f\u3002<\/li>\n<\/ul>\n<p><h2>2\u3001\u4ee3\u7801\u5b9e\u73b0<\/h2>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4f7f\u7528Python\u5b9e\u73b0\u7684Prim\u7b97\u6cd5\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def generate_maze_prim(width, height):<\/p>\n<p>    maze = [[1 for _ in range(width)] for _ in range(height)]<\/p>\n<p>    walls = []<\/p>\n<p>    def add_walls(x, y):<\/p>\n<p>        if x &gt; 1: walls.append((x - 2, y, x - 1, y))<\/p>\n<p>        if y &gt; 1: walls.append((x, y - 2, x, y - 1))<\/p>\n<p>        if x &lt; width - 2: walls.append((x + 2, y, x + 1, y))<\/p>\n<p>        if y &lt; height - 2: walls.append((x, y + 2, x, y + 1))<\/p>\n<p>    start_x, start_y = random.randrange(0, width, 2), random.randrange(0, height, 2)<\/p>\n<p>    maze[start_y][start_x] = 0<\/p>\n<p>    add_walls(start_x, start_y)<\/p>\n<p>    while walls:<\/p>\n<p>        wx, wy, px, py = walls.pop(random.randrange(len(walls)))<\/p>\n<p>        if maze[wy][wx] == 1:<\/p>\n<p>            maze[wy][wx] = 0<\/p>\n<p>            maze[py][px] = 0<\/p>\n<p>            add_walls(wx, wy)<\/p>\n<p>    return maze<\/p>\n<p>maze_prim = generate_maze_prim(21, 21)<\/p>\n<p>print_maze(maze_prim)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u7b97\u6cd5\u4f18\u7f3a\u70b9<\/h2>\n<\/p>\n<ul>\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\u751f\u6210\u7684\u8ff7\u5bab\u8def\u5f84\u8f83\u4e3a\u5747\u5300\uff0c\u4e14\u4e0d\u4f1a\u51fa\u73b0\u5197\u957f\u7684\u6b7b\u80e1\u540c\uff0c\u9002\u5408\u751f\u6210\u5747\u8861\u7684\u8ff7\u5bab\u3002<\/li>\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\u76f8\u5bf9\u4e8e\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\uff0c\u4ee3\u7801\u5b9e\u73b0\u7a0d\u663e\u590d\u6742\u3002<\/li>\n<\/ul>\n<h2><strong>\u4e09\u3001Kruskal\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab<\/strong><\/h2>\n<p><p>Kruskal\u7b97\u6cd5\u4e5f\u662f\u4e00\u79cd\u751f\u6210\u6700\u5c0f\u751f\u6210\u6811\u7684\u7b97\u6cd5\uff0c\u9002\u7528\u4e8e\u751f\u6210\u8ff7\u5bab\u3002\u5b83\u901a\u8fc7\u9010\u6b65\u5408\u5e76\u8fde\u901a\u5206\u91cf\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8ff7\u5bab\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><h2>1\u3001\u7b97\u6cd5\u539f\u7406<\/h2>\n<\/p>\n<p><p>Kruskal\u7b97\u6cd5\u751f\u6210\u8ff7\u5bab\u7684\u57fa\u672c\u601d\u60f3\u662f\u5c06\u6240\u6709\u5899\u58c1\u4f5c\u4e3a\u8fb9\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u4e0d\u65ad\u9009\u62e9\u6700\u5c0f\u7684\u8fb9\u8fdb\u884c\u5408\u5e76\uff0c\u76f4\u5230\u5f62\u6210\u4e00\u4e2a\u65e0\u73af\u7684\u8fde\u901a\u56fe\u3002\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u521d\u59cb\u5316<\/strong>\uff1a\u5c06\u6bcf\u4e2a\u5355\u5143\u683c\u89c6\u4e3a\u72ec\u7acb\u7684\u96c6\u5408\u3002<\/li>\n<li><strong>\u9009\u62e9\u6700\u5c0f\u8fb9<\/strong>\uff1a\u4ece\u6240\u6709\u5899\u58c1\u4e2d\u9009\u62e9\u4e00\u6761\u672a\u4f7f\u7528\u7684\u6700\u5c0f\u8fb9\u3002<\/li>\n<li><strong>\u5408\u5e76\u96c6\u5408<\/strong>\uff1a\u82e5\u8be5\u8fb9\u8fde\u63a5\u7684\u4e24\u4e2a\u5355\u5143\u683c\u5c5e\u4e8e\u4e0d\u540c\u96c6\u5408\uff0c\u5219\u6253\u901a\u5899\u58c1\uff0c\u5e76\u5408\u5e76\u4e24\u4e2a\u96c6\u5408\u3002<\/li>\n<li><strong>\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u5f53\u6240\u6709\u5355\u5143\u683c\u5c5e\u4e8e\u540c\u4e00\u96c6\u5408\u65f6\uff0c\u751f\u6210\u7ed3\u675f\u3002<\/li>\n<\/ul>\n<p><h2>2\u3001\u4ee3\u7801\u5b9e\u73b0<\/h2>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4f7f\u7528Python\u5b9e\u73b0\u7684Kruskal\u7b97\u6cd5\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def find(parent, x):<\/p>\n<p>    if parent[x] != x:<\/p>\n<p>        parent[x] = find(parent, parent[x])<\/p>\n<p>    return parent[x]<\/p>\n<p>def union(parent, rank, x, y):<\/p>\n<p>    rootX, rootY = find(parent, x), find(parent, y)<\/p>\n<p>    if rootX != rootY:<\/p>\n<p>        if rank[rootX] &gt; rank[rootY]:<\/p>\n<p>            parent[rootY] = rootX<\/p>\n<p>        elif rank[rootX] &lt; rank[rootY]:<\/p>\n<p>            parent[rootX] = rootY<\/p>\n<p>        else:<\/p>\n<p>            parent[rootY] = rootX<\/p>\n<p>            rank[rootX] += 1<\/p>\n<p>def generate_maze_kruskal(width, height):<\/p>\n<p>    maze = [[1 for _ in range(width)] for _ in range(height)]<\/p>\n<p>    edges = []<\/p>\n<p>    parent = {}<\/p>\n<p>    rank = {}<\/p>\n<p>    for y in range(1, height, 2):<\/p>\n<p>        for x in range(1, width, 2):<\/p>\n<p>            idx = (y \/\/ 2) * (width \/\/ 2) + (x \/\/ 2)<\/p>\n<p>            parent[idx] = idx<\/p>\n<p>            rank[idx] = 0<\/p>\n<p>            if x &lt; width - 2: edges.append((x, y, x + 2, y))<\/p>\n<p>            if y &lt; height - 2: edges.append((x, y, x, y + 2))<\/p>\n<p>    random.shuffle(edges)<\/p>\n<p>    for x1, y1, x2, y2 in edges:<\/p>\n<p>        idx1 = (y1 \/\/ 2) * (width \/\/ 2) + (x1 \/\/ 2)<\/p>\n<p>        idx2 = (y2 \/\/ 2) * (width \/\/ 2) + (x2 \/\/ 2)<\/p>\n<p>        if find(parent, idx1) != find(parent, idx2):<\/p>\n<p>            union(parent, rank, idx1, idx2)<\/p>\n<p>            maze[y1][x1] = 0<\/p>\n<p>            maze[(y1 + y2) \/\/ 2][(x1 + x2) \/\/ 2] = 0<\/p>\n<p>            maze[y2][x2] = 0<\/p>\n<p>    return maze<\/p>\n<p>maze_kruskal = generate_maze_kruskal(21, 21)<\/p>\n<p>print_maze(maze_kruskal)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u7b97\u6cd5\u4f18\u7f3a\u70b9<\/h2>\n<\/p>\n<ul>\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\u80fd\u591f\u751f\u6210\u8f83\u4e3a\u5747\u8861\u7684\u8ff7\u5bab\uff0c\u8def\u5f84\u5206\u5e03\u5747\u5300\uff0c\u4e0d\u5bb9\u6613\u51fa\u73b0\u8fc7\u957f\u7684\u6b7b\u80e1\u540c\u3002<\/li>\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\u7b97\u6cd5\u8f83\u590d\u6742\uff0c\u4ee3\u7801\u5b9e\u73b0\u8f83\u4e3a\u7e41\u7410\u3002<\/li>\n<\/ul>\n<h2><strong>\u56db\u3001\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u7684\u5e94\u7528<\/strong><\/h2>\n<p><p>\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u5728\u6e38\u620f\u5f00\u53d1\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u3001<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7b49\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u901a\u8fc7\u5bf9\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u7684\u7406\u89e3\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u8bbe\u8ba1\u51fa\u6709\u8da3\u4e14\u5177\u6709\u6311\u6218\u6027\u7684\u8ff7\u5bab\u6e38\u620f\u3002<\/p>\n<\/p>\n<p><h2>1\u3001\u6e38\u620f\u5f00\u53d1<\/h2>\n<\/p>\n<p><p>\u5728\u6e38\u620f\u5f00\u53d1\u4e2d\uff0c\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u7528\u4e8e\u521b\u5efa\u52a8\u6001\u751f\u6210\u7684\u6e38\u620f\u5730\u56fe\uff0c\u589e\u52a0\u6e38\u620f\u7684\u53ef\u73a9\u6027\u548c\u6311\u6218\u6027\u3002\u4e0d\u540c\u7684\u7b97\u6cd5\u751f\u6210\u7684\u8ff7\u5bab\u7ed3\u6784\u5dee\u5f02\u660e\u663e\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u6e38\u620f\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u3002<\/p>\n<\/p>\n<p><h2>2\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66<\/h2>\n<\/p>\n<p><p>\u5728\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e2d\uff0c\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u7528\u4e8e\u751f\u6210\u590d\u6742\u7684\u56fe\u5f62\u7ed3\u6784\uff0c\u6a21\u62df\u81ea\u7136\u754c\u4e2d\u7684\u590d\u6742\u8def\u5f84\u3002\u901a\u8fc7\u8c03\u6574\u7b97\u6cd5\u53c2\u6570\uff0c\u53ef\u4ee5\u751f\u6210\u4e0d\u540c\u98ce\u683c\u7684\u56fe\u5f62\u6548\u679c\u3002<\/p>\n<\/p>\n<p><h2>3\u3001\u4eba\u5de5\u667a\u80fd<\/h2>\n<\/p>\n<p><p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u7528\u4e8e\u8bad\u7ec3\u548c\u6d4b\u8bd5\u667a\u80fd\u4f53\u7684\u8def\u5f84\u89c4\u5212\u80fd\u529b\u3002\u901a\u8fc7\u5728\u590d\u6742\u7684\u8ff7\u5bab\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5b66\u4e60\u5230\u9ad8\u6548\u7684\u8def\u5f84\u641c\u7d22\u7b56\u7565\u3002<\/p>\n<\/p>\n<p><p>\u603b\u7ed3\u6765\u8bf4\uff0cPython\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u5e93\uff0c\u80fd\u591f\u65b9\u4fbf\u5730\u5b9e\u73b0\u5404\u79cd\u8ff7\u5bab\u751f\u6210\u7b97\u6cd5\u3002\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u751f\u6210\u5177\u6709\u4e0d\u540c\u7279\u6027\u7684\u8ff7\u5bab\uff0c\u4e3a\u5404\u79cd\u5e94\u7528\u573a\u666f\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u751f\u6210\u4e00\u4e2a\u968f\u673a\u8ff7\u5bab\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u7b97\u6cd5\u751f\u6210\u968f\u673a\u8ff7\u5bab\uff0c\u4f8b\u5982\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u3001Prim\u7b97\u6cd5\u6216Kruskal\u7b97\u6cd5\u3002\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u6784\u5efa\u4e00\u4e2a\u4e8c\u7ef4\u6570\u7ec4\u6765\u8868\u793a\u8ff7\u5bab\uff0c\u5e76\u4f7f\u7528\u9012\u5f52\u6216\u8fed\u4ee3\u7684\u65b9\u6cd5\u9010\u6b65\u586b\u5145\u8def\u5f84\u548c\u5899\u58c1\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528\u7b2c\u4e09\u65b9\u5e93\u5982<code>pygame<\/code>\u6216<code>matplotlib<\/code>\u6765\u53ef\u89c6\u5316\u751f\u6210\u7684\u8ff7\u5bab\u3002<\/p>\n<p><strong>\u751f\u6210\u7684\u8ff7\u5bab\u7ed3\u6784\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/strong><br \/>\u751f\u6210\u7684\u8ff7\u5bab\u901a\u5e38\u7531\u5f00\u653e\u7684\u8def\u5f84\u548c\u5c01\u95ed\u7684\u5899\u58c1\u7ec4\u6210\uff0c\u53ef\u4ee5\u662f\u77e9\u5f62\u6216\u5176\u4ed6\u5f62\u72b6\u7684\u5e03\u5c40\u3002\u8def\u5f84\u7684\u590d\u6742\u7a0b\u5ea6\u548c\u8ff7\u5bab\u7684\u5927\u5c0f\u53ef\u4ee5\u6839\u636e\u6240\u9009\u7b97\u6cd5\u7684\u5b9e\u73b0\u7ec6\u8282\u800c\u53d8\u5316\u3002\u67d0\u4e9b\u7b97\u6cd5\u53ef\u80fd\u4f1a\u751f\u6210\u66f4\u591a\u7684\u6b7b\u80e1\u540c\uff0c\u800c\u5176\u4ed6\u7b97\u6cd5\u5219\u53ef\u80fd\u66f4\u504f\u5411\u4e8e\u5f62\u6210\u8f83\u957f\u7684\u901a\u8def\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f18\u5316\u968f\u673a\u8ff7\u5bab\u751f\u6210\u7684\u6027\u80fd\uff1f<\/strong><br \/>\u4f18\u5316\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u6027\u80fd\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5\u5b9e\u73b0\u6765\u8fbe\u5230\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u5e76\u67e5\u96c6\uff08Union-Find\uff09\u53ef\u4ee5\u6709\u6548\u5730\u7ba1\u7406\u8fde\u63a5\u7684\u901a\u8def\uff0c\u51cf\u5c11\u65f6\u95f4\u590d\u6742\u5ea6\u3002\u6b64\u5916\uff0c\u9650\u5236\u8ff7\u5bab\u7684\u5927\u5c0f\u548c\u590d\u6742\u5ea6\uff0c\u4ee5\u53ca\u4f7f\u7528\u9002\u5f53\u7684\u968f\u673a\u6570\u751f\u6210\u5668\uff0c\u4e5f\u6709\u52a9\u4e8e\u63d0\u9ad8\u751f\u6210\u6548\u7387\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u751f\u6210\u968f\u673a\u8ff7\u5bab\u7684\u5e38\u7528\u65b9\u6cd5\u6709\uff1a\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u3001Prim\u7b97\u6cd5\u3001Kruskal\u7b97\u6cd5\u3002 \u5176\u4e2d\uff0c\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b97\u6cd5\u662f\u4e00\u79cd\u7b80 [&hellip;]","protected":false},"author":3,"featured_media":961953,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/961943"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=961943"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/961943\/revisions"}],"predecessor-version":[{"id":961959,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/961943\/revisions\/961959"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/961953"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=961943"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=961943"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=961943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}