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详解 AVL 树和红黑树的区别

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转自:刘毅

https://61mon.com/index.php/archives/221/

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前面已经分别介绍了两种平衡二叉树:AVL 树 和 红黑树,先让我们来简单回顾下。


AVL 树,规定其任一结点下左右子树高度不超过 1。

红黑树,规定其必须满足四个性质:

  1. 每个结点要么是红的,要么是黑的;

  2. 根结点是黑色的;

  3. 如果一个结点是红色的,则它的两个孩子都是黑色的;

  4. 对于任意一个结点,其到叶子结点的每条路径上都包含相同数目的黑色结点。

对比之下,我们发现:AVL 树可以说是完全平衡的平衡二叉树,因为它的硬性规定就是左右子树高度差不超过 1;而红黑树,更准确地说,它应该是 "几于平衡" 的平衡二叉树,在最坏情况下,红黑相间的路径长度是全黑路径长度的 2 倍。

有趣的是,某些底层数据结构(如 Linux, STL ......)选用的都是红黑树而非 AVL 树,这是为何?

  1. 对于 AVL 树,在插入或删除操作后,都要利用递归的回溯,去维护从被删结点到根结点这条路径上的所有结点的平衡性,回溯的量级是需要 O(logn) 的,其中插入操作最多需要两次旋转,删除操作可能是 1 次、2 次或 2 次以上。而红黑树在 insert_rebalance 的时候最多需要 2 次旋转,在 erase_rebalance 的时候最多也只需要 3 次旋转。

  2. 其次,AVL 树的结构相较红黑树来说更为平衡,故在插入和删除结点时更容易引起不平衡。因此在大量数据需要插入或者删除时,AVL 树需要 rebalance 的频率会更高,相比之下,红黑树的效率会更高。

另外,读者需要注意的是,insert_rebalance 操作也可能会有 O(logn) 量级的回溯,证明如下:

当程序进入insert_rebalance()的while (x != root() && x->parent->color == red)后,它只会有如下 6 种运行方式:

  1. Case 1;

  2. Case 1 ----> Case 1 ----> Case 1 ......;

  3. Case 1 ----> ...... ----> Case 2 ----> Case 3;

  4. Case 1 ----> ...... ----> Case 3;

  5. Case 2 ----> Case 3;

  6. Case 3;

而这回溯就发生在第 2,3,4 种,我们就以第 2 种的为例,如下图,

"结点 1" 为新插入结点,此时属于 Case 1:当前结点的父亲是红色,叔叔存在且也是红色。那么我们的处理策略就是:

  • 将 "父亲结点" 改为黑色;

  • 将 "叔叔结点" 改为黑色;

  • 将 "祖父结点" 改为红色;

  • 将 "祖父结点" 设为 "当前结点",继续进行操作。

但处理完后,根据代码while (x != root() && x->parent->color == red),我们发现 "当前结点" 又进入了 Case 1。假设每次处理完后都会进入 Case 1,那么这样的处理操作会直到根结点才会结束。


erase_rebalance 是否也存在同样的回溯呢?事实上,它并不存在。这很好证明。


当程序进入while (x != root() && (x == nullptr || x->color == black))后,它只会有如下 6 种运行方式:

  1. Case 1 ----> Case 2;

  2. Case 1 ----> Case 3 ----> Case 4;

  3. Case 1 ----> Case 4;

  4. Case 2;

  5. Case 3 ----> Case 4;

  6. Case 4;

因为 4~6 分别是 1~3 的后缀,所以我们只需考虑 1~3 即可。

读者可以自己脑补下 1~3 的运行流程就会发现,while (x != root() && (x == nullptr || x->color == black))语句只会被用到一次,就是最初进入程序的那次,之后便不再使用。

经过如上分析,我们可以对insert_rebalance()和erase_rebalance()作些微小的优化:


void RBTree::insert_rebalance(Node * x)

{

    x->color = red;

    while (x != root() && x->parent->color == red)

    {

        if (x->parent == x->parent->parent->left)

        {

            Node * y = x->parent->parent->right;

            if (y && y->color == red)          

            {

                x->parent->color = black;

                y->color = black;

                x->parent->parent->color = red;

                x = x->parent->parent;

            }

            else

            {

                if (x == x->parent->right)      

                {

                    x = x->parent;

                    rotate_left(x);

                }

                x->parent->color = black;      

                x->parent->parent->color = red;

                rotate_right(x->parent->parent);

                break;                            // add "break;"

            }

        }

        else

        {

            Node * y = x->parent->parent->left;

            if (y && y->color == red)

            {

                x->parent->color = black;

                y->color = black;

                x->parent->parent->color = red;

                x = x->parent->parent;

            }

            else

            {

                if (x == x->parent->left)

                {

                    x = x->parent;

                    rotate_right(x);

                }

                x->parent->color = black;

                x->parent->parent->color = red;

                rotate_left(x->parent->parent);

                break;                            // add "break;"

            }

        }

    }

    root()->color = black;

}

 

void RBTree::erase_rebalance(Node * z)

{

    if (y->color == black)

    {

        if (x != root() && (x == nullptr || x->color == black))               // "while" to "if"

        {

            if (x == x_parent->left)

            {

                Node * w = x_parent->right;

                if (w->color == red)

                {

                    w->color = black;

                    x_parent->color = red;

                    rotate_left(x_parent);

                    w = x_parent->right;

                }

                if ((w->left == nullptr || w->left->color == black) &&

                    (w->right == nullptr || w->right->color == black))

                {

                    w->color = red;

                    x = x_parent;

                    x_parent = x_parent->parent;

                }

                else

                {

                    if (w->right == nullptr || w->right->color == black)

                    {

                        if (w->left)

                            w->left->color = black;

                        w->color = red;

                        rotate_right(w);

                        w = x_parent->right;

                    }

                    w->color = x_parent->color;

                    x_parent->color = black;

                    if (w->right)

                        w->right->color = black;

                    rotate_left(x_parent);

                                                                           // delete "break;"

                }

            }

            else

            {

                Node * w = x_parent->left;

                if (w->color == red)

                {

                    w->color = black;

                    x_parent->color = red;

                    rotate_right(x_parent);

                    w = x_parent->left;

                }

                if ((w->right == nullptr || w->right->color == black) &&

                    (w->left == nullptr || w->left->color == black))

                {

                    w->color = red;

                    x = x_parent;

                    x_parent = x_parent->parent;

                }

                else

                {

                    if (w->left == nullptr || w->left->color == black)

                    {

                        if (w->right)

                            w->right->color = black;

                        w->color = red;

                        rotate_left(w);

                        w = x_parent->left;

                    }

                    w->color = x_parent->color;

                    x_parent->color = black;

                    if (w->left)

                        w->left->color = black;

                    rotate_right(x_parent);

                                                                             // delete "break;"

                }

            }

        } 

        if (x)

            x->color = black;

    }

}



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