红黑树的删除

红黑树是一种自平衡二叉搜索树，其中每个节点都包含一个额外的位来表示节点的颜色，红色或黑色。

在阅读本文之前，请参阅关于红黑树的文章。

删除节点可能会也可能不会破坏红黑树的红黑属性。如果此操作违反了红黑属性，则使用修正算法来恢复红黑属性。

从红黑树中删除元素

此操作会从树中移除一个节点。删除节点后，红黑属性会再次得到维护。

令 nodeToBeDeleted 为

要删除的节点
将 nodeToBeDeleted 的颜色保存在 origrinalColor 中。

保存原始颜色
如果 nodeToBeDeleted 的左子节点为 NULL
1. 将 nodeToBeDeleted 的右子节点赋给 x。
  
  将 x 赋给 rightChild
2. 用 x 替换 nodeToBeDeleted。
  
  用 x 替换 nodeToBeDeleted
否则，如果 nodeToBeDeleted 的右子节点为 NULL
1. 将 nodeToBeDeleted 的左子节点赋给 x。
2. 用 x 替换 nodeToBeDeleted。
否则
1. 将 noteToBeDeleted 右子树的最小值赋给 y。
2. 将 y 的颜色保存在 originalColor 中。
3. 将 y 的 rightChild 赋给 x。
4. 如果 y 是 nodeToBeDeleted 的子节点，则将 x 的父节点设为 y。
5. 否则，用 y 的 rightChild 替换 y。
6. 用 y 替换 nodeToBeDeleted。
7. 将 y 的颜色设为 originalColor。
如果 originalColor 是黑色，则调用 DeleteFix(x)。

删除后维护红黑属性的算法

当删除黑色节点时，因为这会违反红黑树的黑深度属性，所以会实现此算法。

通过假设节点 x（它占据 y 的原始位置）具有额外的黑色来纠正此违反。这使得节点 x 既不是红色也不是黑色。它要么是双黑，要么是黑红。这违反了红黑属性。

但是，x 的颜色属性不会改变，而是用 x 指向节点来表示额外的黑色。

当以下情况发生时，可以移除额外的黑色：

它到达了根节点。
如果 x 指向一个红黑节点。在这种情况下，x 被着色为黑色。
执行适当的旋转和重新着色。

以下算法保留了红黑树的属性。

执行以下操作，直到 x 不是树的根节点且 x 的颜色为黑色
如果 x 是其父节点的左子节点，则：
1. 将 w 赋给 x 的兄弟节点。
  
  赋 w
2. 如果 x 的兄弟节点是红色的，
  情况 I
  1. 将 x 父节点的右子节点的颜色设为黑色。
  2. 将 x 的父节点的颜色设为红色。
    
    颜色更改
  3. 对 x 的父节点进行左旋转。
    
    左旋转
  4. 将 x 父节点的 rightChild 赋给 w。
    
    重新赋 w
3. 如果 w 的右子节点和左子节点 leftChild 的颜色都是黑色，
  情况 II
  1. 将 w 的颜色设为红色。
  2. 将 x 的父节点赋给 x。
4. 否则，如果 w 的 rightChild 的颜色是黑色
  情况 III
  1. 将 w 的 leftChild 的颜色设为黑色。
  2. 将 w 的颜色设为红色。
    
    颜色更改
  3. 对 w 进行右旋转。
    
    右旋转
  4. 将 x 父节点的 rightChild 赋给 w.。
    
    重新赋 w
5. 如果以上任何情况不发生，则执行以下操作。
  情况 IV
  1. 将 w 的颜色设为 x 父节点的颜色。
  2. 将 x 父节点的父节点的颜色设为黑色。
  3. 将 w 的右子节点的颜色设为黑色。
    
    颜色更改
  4. 对 x 的父节点进行左旋转。
    
    左旋转
  5. 将 x 设为树的根节点。
    
    将 x 设为根
否则，与上面相同，但左右互换。
将 x 的颜色设为黑色。

可以通过下面的流程图来理解上述情况的工作流程。

Python、Java 和 C/C++ 示例

Python

Java

C++

# Implementing Red-Black Tree in Python


import sys


# Node creation
class Node():
    def __init__(self, item):
        self.item = item
        self.parent = None
        self.left = None
        self.right = None
        self.color = 1


class RedBlackTree():
    def __init__(self):
        self.TNULL = Node(0)
        self.TNULL.color = 0
        self.TNULL.left = None
        self.TNULL.right = None
        self.root = self.TNULL

    # Preorder
    def pre_order_helper(self, node):
        if node != TNULL:
            sys.stdout.write(node.item + " ")
            self.pre_order_helper(node.left)
            self.pre_order_helper(node.right)

    # Inorder
    def in_order_helper(self, node):
        if node != TNULL:
            self.in_order_helper(node.left)
            sys.stdout.write(node.item + " ")
            self.in_order_helper(node.right)

    # Postorder
    def post_order_helper(self, node):
        if node != TNULL:
            self.post_order_helper(node.left)
            self.post_order_helper(node.right)
            sys.stdout.write(node.item + " ")

    # Search the tree
    def search_tree_helper(self, node, key):
        if node == TNULL or key == node.item:
            return node

        if key < node.item:
            return self.search_tree_helper(node.left, key)
        return self.search_tree_helper(node.right, key)

    # Balancing the tree after deletion
    def delete_fix(self, x):
        while x != self.root and x.color == 0:
            if x == x.parent.left:
                s = x.parent.right
                if s.color == 1:
                    s.color = 0
                    x.parent.color = 1
                    self.left_rotate(x.parent)
                    s = x.parent.right

                if s.left.color == 0 and s.right.color == 0:
                    s.color = 1
                    x = x.parent
                else:
                    if s.right.color == 0:
                        s.left.color = 0
                        s.color = 1
                        self.right_rotate(s)
                        s = x.parent.right

                    s.color = x.parent.color
                    x.parent.color = 0
                    s.right.color = 0
                    self.left_rotate(x.parent)
                    x = self.root
            else:
                s = x.parent.left
                if s.color == 1:
                    s.color = 0
                    x.parent.color = 1
                    self.right_rotate(x.parent)
                    s = x.parent.left

                if s.right.color == 0 and s.left.color == 0:
                    s.color = 1
                    x = x.parent
                else:
                    if s.left.color == 0:
                        s.right.color = 0
                        s.color = 1
                        self.left_rotate(s)
                        s = x.parent.left

                    s.color = x.parent.color
                    x.parent.color = 0
                    s.left.color = 0
                    self.right_rotate(x.parent)
                    x = self.root
        x.color = 0

    def __rb_transplant(self, u, v):
        if u.parent == None:
            self.root = v
        elif u == u.parent.left:
            u.parent.left = v
        else:
            u.parent.right = v
        v.parent = u.parent

    # Node deletion
    def delete_node_helper(self, node, key):
        z = self.TNULL
        while node != self.TNULL:
            if node.item == key:
                z = node

            if node.item <= key:
                node = node.right
            else:
                node = node.left

        if z == self.TNULL:
            print("Cannot find key in the tree")
            return

        y = z
        y_original_color = y.color
        if z.left == self.TNULL:
            x = z.right
            self.__rb_transplant(z, z.right)
        elif (z.right == self.TNULL):
            x = z.left
            self.__rb_transplant(z, z.left)
        else:
            y = self.minimum(z.right)
            y_original_color = y.color
            x = y.right
            if y.parent == z:
                x.parent = y
            else:
                self.__rb_transplant(y, y.right)
                y.right = z.right
                y.right.parent = y

            self.__rb_transplant(z, y)
            y.left = z.left
            y.left.parent = y
            y.color = z.color
        if y_original_color == 0:
            self.delete_fix(x)

    # Balance the tree after insertion
    def fix_insert(self, k):
        while k.parent.color == 1:
            if k.parent == k.parent.parent.right:
                u = k.parent.parent.left
                if u.color == 1:
                    u.color = 0
                    k.parent.color = 0
                    k.parent.parent.color = 1
                    k = k.parent.parent
                else:
                    if k == k.parent.left:
                        k = k.parent
                        self.right_rotate(k)
                    k.parent.color = 0
                    k.parent.parent.color = 1
                    self.left_rotate(k.parent.parent)
            else:
                u = k.parent.parent.right

                if u.color == 1:
                    u.color = 0
                    k.parent.color = 0
                    k.parent.parent.color = 1
                    k = k.parent.parent
                else:
                    if k == k.parent.right:
                        k = k.parent
                        self.left_rotate(k)
                    k.parent.color = 0
                    k.parent.parent.color = 1
                    self.right_rotate(k.parent.parent)
            if k == self.root:
                break
        self.root.color = 0

    # Printing the tree
    def __print_helper(self, node, indent, last):
        if node != self.TNULL:
            sys.stdout.write(indent)
            if last:
                sys.stdout.write("R----")
                indent += "     "
            else:
                sys.stdout.write("L----")
                indent += "|    "

            s_color = "RED" if node.color == 1 else "BLACK"
            print(str(node.item) + "(" + s_color + ")")
            self.__print_helper(node.left, indent, False)
            self.__print_helper(node.right, indent, True)

    def preorder(self):
        self.pre_order_helper(self.root)

    def inorder(self):
        self.in_order_helper(self.root)

    def postorder(self):
        self.post_order_helper(self.root)

    def searchTree(self, k):
        return self.search_tree_helper(self.root, k)

    def minimum(self, node):
        while node.left != self.TNULL:
            node = node.left
        return node

    def maximum(self, node):
        while node.right != self.TNULL:
            node = node.right
        return node

    def successor(self, x):
        if x.right != self.TNULL:
            return self.minimum(x.right)

        y = x.parent
        while y != self.TNULL and x == y.right:
            x = y
            y = y.parent
        return y

    def predecessor(self,  x):
        if (x.left != self.TNULL):
            return self.maximum(x.left)

        y = x.parent
        while y != self.TNULL and x == y.left:
            x = y
            y = y.parent

        return y

    def left_rotate(self, x):
        y = x.right
        x.right = y.left
        if y.left != self.TNULL:
            y.left.parent = x

        y.parent = x.parent
        if x.parent == None:
            self.root = y
        elif x == x.parent.left:
            x.parent.left = y
        else:
            x.parent.right = y
        y.left = x
        x.parent = y

    def right_rotate(self, x):
        y = x.left
        x.left = y.right
        if y.right != self.TNULL:
            y.right.parent = x

        y.parent = x.parent
        if x.parent == None:
            self.root = y
        elif x == x.parent.right:
            x.parent.right = y
        else:
            x.parent.left = y
        y.right = x
        x.parent = y

    def insert(self, key):
        node = Node(key)
        node.parent = None
        node.item = key
        node.left = self.TNULL
        node.right = self.TNULL
        node.color = 1

        y = None
        x = self.root

        while x != self.TNULL:
            y = x
            if node.item < x.item:
                x = x.left
            else:
                x = x.right

        node.parent = y
        if y == None:
            self.root = node
        elif node.item < y.item:
            y.left = node
        else:
            y.right = node

        if node.parent == None:
            node.color = 0
            return

        if node.parent.parent == None:
            return

        self.fix_insert(node)

    def get_root(self):
        return self.root

    def delete_node(self, item):
        self.delete_node_helper(self.root, item)

    def print_tree(self):
        self.__print_helper(self.root, "", True)


if __name__ == "__main__":
    bst = RedBlackTree()

    bst.insert(55)
    bst.insert(40)
    bst.insert(65)
    bst.insert(60)
    bst.insert(75)
    bst.insert(57)

    bst.print_tree()

    print("\nAfter deleting an element")
    bst.delete_node(40)
    bst.print_tree()

// Implementing Red-Black Tree in Java

class Node {
  int data;
  Node parent;
  Node left;
  Node right;
  int color;
}

public class RedBlackTree {
  private Node root;
  private Node TNULL;

  // Preorder
  private void preOrderHelper(Node node) {
    if (node != TNULL) {
      System.out.print(node.data + " ");
      preOrderHelper(node.left);
      preOrderHelper(node.right);
    }
  }

  // Inorder
  private void inOrderHelper(Node node) {
    if (node != TNULL) {
      inOrderHelper(node.left);
      System.out.print(node.data + " ");
      inOrderHelper(node.right);
    }
  }

  // Post order
  private void postOrderHelper(Node node) {
    if (node != TNULL) {
      postOrderHelper(node.left);
      postOrderHelper(node.right);
      System.out.print(node.data + " ");
    }
  }

  // Search the tree
  private Node searchTreeHelper(Node node, int key) {
    if (node == TNULL || key == node.data) {
      return node;
    }

    if (key < node.data) {
      return searchTreeHelper(node.left, key);
    }
    return searchTreeHelper(node.right, key);
  }

  // Balance the tree after deletion of a node
  private void fixDelete(Node x) {
    Node s;
    while (x != root && x.color == 0) {
      if (x == x.parent.left) {
        s = x.parent.right;
        if (s.color == 1) {
          s.color = 0;
          x.parent.color = 1;
          leftRotate(x.parent);
          s = x.parent.right;
        }

        if (s.left.color == 0 && s.right.color == 0) {
          s.color = 1;
          x = x.parent;
        } else {
          if (s.right.color == 0) {
            s.left.color = 0;
            s.color = 1;
            rightRotate(s);
            s = x.parent.right;
          }

          s.color = x.parent.color;
          x.parent.color = 0;
          s.right.color = 0;
          leftRotate(x.parent);
          x = root;
        }
      } else {
        s = x.parent.left;
        if (s.color == 1) {
          s.color = 0;
          x.parent.color = 1;
          rightRotate(x.parent);
          s = x.parent.left;
        }

        if (s.right.color == 0 && s.left.color == 0) {
          s.color = 1;
          x = x.parent;
        } else {
          if (s.left.color == 0) {
            s.right.color = 0;
            s.color = 1;
            leftRotate(s);
            s = x.parent.left;
          }

          s.color = x.parent.color;
          x.parent.color = 0;
          s.left.color = 0;
          rightRotate(x.parent);
          x = root;
        }
      }
    }
    x.color = 0;
  }

  private void rbTransplant(Node u, Node v) {
    if (u.parent == null) {
      root = v;
    } else if (u == u.parent.left) {
      u.parent.left = v;
    } else {
      u.parent.right = v;
    }
    v.parent = u.parent;
  }

  private void deleteNodeHelper(Node node, int key) {
    Node z = TNULL;
    Node x, y;
    while (node != TNULL) {
      if (node.data == key) {
        z = node;
      }

      if (node.data <= key) {
        node = node.right;
      } else {
        node = node.left;
      }
    }

    if (z == TNULL) {
      System.out.println("Couldn't find key in the tree");
      return;
    }

    y = z;
    int yOriginalColor = y.color;
    if (z.left == TNULL) {
      x = z.right;
      rbTransplant(z, z.right);
    } else if (z.right == TNULL) {
      x = z.left;
      rbTransplant(z, z.left);
    } else {
      y = minimum(z.right);
      yOriginalColor = y.color;
      x = y.right;
      if (y.parent == z) {
        x.parent = y;
      } else {
        rbTransplant(y, y.right);
        y.right = z.right;
        y.right.parent = y;
      }

      rbTransplant(z, y);
      y.left = z.left;
      y.left.parent = y;
      y.color = z.color;
    }
    if (yOriginalColor == 0) {
      fixDelete(x);
    }
  }

  // Balance the node after insertion
  private void fixInsert(Node k) {
    Node u;
    while (k.parent.color == 1) {
      if (k.parent == k.parent.parent.right) {
        u = k.parent.parent.left;
        if (u.color == 1) {
          u.color = 0;
          k.parent.color = 0;
          k.parent.parent.color = 1;
          k = k.parent.parent;
        } else {
          if (k == k.parent.left) {
            k = k.parent;
            rightRotate(k);
          }
          k.parent.color = 0;
          k.parent.parent.color = 1;
          leftRotate(k.parent.parent);
        }
      } else {
        u = k.parent.parent.right;

        if (u.color == 1) {
          u.color = 0;
          k.parent.color = 0;
          k.parent.parent.color = 1;
          k = k.parent.parent;
        } else {
          if (k == k.parent.right) {
            k = k.parent;
            leftRotate(k);
          }
          k.parent.color = 0;
          k.parent.parent.color = 1;
          rightRotate(k.parent.parent);
        }
      }
      if (k == root) {
        break;
      }
    }
    root.color = 0;
  }

  private void printHelper(Node root, String indent, boolean last) {
    if (root != TNULL) {
      System.out.print(indent);
      if (last) {
        System.out.print("R----");
        indent += "   ";
      } else {
        System.out.print("L----");
        indent += "|  ";
      }

      String sColor = root.color == 1 ? "RED" : "BLACK";
      System.out.println(root.data + "(" + sColor + ")");
      printHelper(root.left, indent, false);
      printHelper(root.right, indent, true);
    }
  }

  public RedBlackTree() {
    TNULL = new Node();
    TNULL.color = 0;
    TNULL.left = null;
    TNULL.right = null;
    root = TNULL;
  }

  public void preorder() {
    preOrderHelper(this.root);
  }

  public void inorder() {
    inOrderHelper(this.root);
  }

  public void postorder() {
    postOrderHelper(this.root);
  }

  public Node searchTree(int k) {
    return searchTreeHelper(this.root, k);
  }

  public Node minimum(Node node) {
    while (node.left != TNULL) {
      node = node.left;
    }
    return node;
  }

  public Node maximum(Node node) {
    while (node.right != TNULL) {
      node = node.right;
    }
    return node;
  }

  public Node successor(Node x) {
    if (x.right != TNULL) {
      return minimum(x.right);
    }

    Node y = x.parent;
    while (y != TNULL && x == y.right) {
      x = y;
      y = y.parent;
    }
    return y;
  }

  public Node predecessor(Node x) {
    if (x.left != TNULL) {
      return maximum(x.left);
    }

    Node y = x.parent;
    while (y != TNULL && x == y.left) {
      x = y;
      y = y.parent;
    }

    return y;
  }

  public void leftRotate(Node x) {
    Node y = x.right;
    x.right = y.left;
    if (y.left != TNULL) {
      y.left.parent = x;
    }
    y.parent = x.parent;
    if (x.parent == null) {
      this.root = y;
    } else if (x == x.parent.left) {
      x.parent.left = y;
    } else {
      x.parent.right = y;
    }
    y.left = x;
    x.parent = y;
  }

  public void rightRotate(Node x) {
    Node y = x.left;
    x.left = y.right;
    if (y.right != TNULL) {
      y.right.parent = x;
    }
    y.parent = x.parent;
    if (x.parent == null) {
      this.root = y;
    } else if (x == x.parent.right) {
      x.parent.right = y;
    } else {
      x.parent.left = y;
    }
    y.right = x;
    x.parent = y;
  }

  public void insert(int key) {
    Node node = new Node();
    node.parent = null;
    node.data = key;
    node.left = TNULL;
    node.right = TNULL;
    node.color = 1;

    Node y = null;
    Node x = this.root;

    while (x != TNULL) {
      y = x;
      if (node.data < x.data) {
        x = x.left;
      } else {
        x = x.right;
      }
    }

    node.parent = y;
    if (y == null) {
      root = node;
    } else if (node.data < y.data) {
      y.left = node;
    } else {
      y.right = node;
    }

    if (node.parent == null) {
      node.color = 0;
      return;
    }

    if (node.parent.parent == null) {
      return;
    }

    fixInsert(node);
  }

  public Node getRoot() {
    return this.root;
  }

  public void deleteNode(int data) {
    deleteNodeHelper(this.root, data);
  }

  public void printTree() {
    printHelper(this.root, "", true);
  }

  public static void main(String[] args) {
    RedBlackTree bst = new RedBlackTree();
    bst.insert(55);
    bst.insert(40);
    bst.insert(65);
    bst.insert(60);
    bst.insert(75);
    bst.insert(57);
    bst.printTree();

    System.out.println("\nAfter deleting:");
    bst.deleteNode(40);
    bst.printTree();
  }
}

// Implementing Red-Black Tree in C

#include <stdio.h>
#include <stdlib.h>

enum nodeColor {
  RED,
  BLACK
};

struct rbNode {
  int data, color;
  struct rbNode *link[2];
};

struct rbNode *root = NULL;

// Create a red-black tree
struct rbNode *createNode(int data) {
  struct rbNode *newnode;
  newnode = (struct rbNode *)malloc(sizeof(struct rbNode));
  newnode->data = data;
  newnode->color = RED;
  newnode->link[0] = newnode->link[1] = NULL;
  return newnode;
}

// Insert an node
void insertion(int data) {
  struct rbNode *stack[98], *ptr, *newnode, *xPtr, *yPtr;
  int dir[98], ht = 0, index;
  ptr = root;
  if (!root) {
    root = createNode(data);
    return;
  }

  stack[ht] = root;
  dir[ht++] = 0;
  while (ptr != NULL) {
    if (ptr->data == data) {
      printf("Duplicates Not Allowed!!\n");
      return;
    }
    index = (data - ptr->data) > 0 ? 1 : 0;
    stack[ht] = ptr;
    ptr = ptr->link[index];
    dir[ht++] = index;
  }
  stack[ht - 1]->link[index] = newnode = createNode(data);
  while ((ht >= 3) && (stack[ht - 1]->color == RED)) {
    if (dir[ht - 2] == 0) {
      yPtr = stack[ht - 2]->link[1];
      if (yPtr != NULL && yPtr->color == RED) {
        stack[ht - 2]->color = RED;
        stack[ht - 1]->color = yPtr->color = BLACK;
        ht = ht - 2;
      } else {
        if (dir[ht - 1] == 0) {
          yPtr = stack[ht - 1];
        } else {
          xPtr = stack[ht - 1];
          yPtr = xPtr->link[1];
          xPtr->link[1] = yPtr->link[0];
          yPtr->link[0] = xPtr;
          stack[ht - 2]->link[0] = yPtr;
        }
        xPtr = stack[ht - 2];
        xPtr->color = RED;
        yPtr->color = BLACK;
        xPtr->link[0] = yPtr->link[1];
        yPtr->link[1] = xPtr;
        if (xPtr == root) {
          root = yPtr;
        } else {
          stack[ht - 3]->link[dir[ht - 3]] = yPtr;
        }
        break;
      }
    } else {
      yPtr = stack[ht - 2]->link[0];
      if ((yPtr != NULL) && (yPtr->color == RED)) {
        stack[ht - 2]->color = RED;
        stack[ht - 1]->color = yPtr->color = BLACK;
        ht = ht - 2;
      } else {
        if (dir[ht - 1] == 1) {
          yPtr = stack[ht - 1];
        } else {
          xPtr = stack[ht - 1];
          yPtr = xPtr->link[0];
          xPtr->link[0] = yPtr->link[1];
          yPtr->link[1] = xPtr;
          stack[ht - 2]->link[1] = yPtr;
        }
        xPtr = stack[ht - 2];
        yPtr->color = BLACK;
        xPtr->color = RED;
        xPtr->link[1] = yPtr->link[0];
        yPtr->link[0] = xPtr;
        if (xPtr == root) {
          root = yPtr;
        } else {
          stack[ht - 3]->link[dir[ht - 3]] = yPtr;
        }
        break;
      }
    }
  }
  root->color = BLACK;
}

// Delete a node
void deletion(int data) {
  struct rbNode *stack[98], *ptr, *xPtr, *yPtr;
  struct rbNode *pPtr, *qPtr, *rPtr;
  int dir[98], ht = 0, diff, i;
  enum nodeColor color;

  if (!root) {
    printf("Tree not available\n");
    return;
  }

  ptr = root;
  while (ptr != NULL) {
    if ((data - ptr->data) == 0)
      break;
    diff = (data - ptr->data) > 0 ? 1 : 0;
    stack[ht] = ptr;
    dir[ht++] = diff;
    ptr = ptr->link[diff];
  }

  if (ptr->link[1] == NULL) {
    if ((ptr == root) && (ptr->link[0] == NULL)) {
      free(ptr);
      root = NULL;
    } else if (ptr == root) {
      root = ptr->link[0];
      free(ptr);
    } else {
      stack[ht - 1]->link[dir[ht - 1]] = ptr->link[0];
    }
  } else {
    xPtr = ptr->link[1];
    if (xPtr->link[0] == NULL) {
      xPtr->link[0] = ptr->link[0];
      color = xPtr->color;
      xPtr->color = ptr->color;
      ptr->color = color;

      if (ptr == root) {
        root = xPtr;
      } else {
        stack[ht - 1]->link[dir[ht - 1]] = xPtr;
      }

      dir[ht] = 1;
      stack[ht++] = xPtr;
    } else {
      i = ht++;
      while (1) {
        dir[ht] = 0;
        stack[ht++] = xPtr;
        yPtr = xPtr->link[0];
        if (!yPtr->link[0])
          break;
        xPtr = yPtr;
      }

      dir[i] = 1;
      stack[i] = yPtr;
      if (i > 0)
        stack[i - 1]->link[dir[i - 1]] = yPtr;

      yPtr->link[0] = ptr->link[0];

      xPtr->link[0] = yPtr->link[1];
      yPtr->link[1] = ptr->link[1];

      if (ptr == root) {
        root = yPtr;
      }

      color = yPtr->color;
      yPtr->color = ptr->color;
      ptr->color = color;
    }
  }

  if (ht < 1)
    return;

  if (ptr->color == BLACK) {
    while (1) {
      pPtr = stack[ht - 1]->link[dir[ht - 1]];
      if (pPtr && pPtr->color == RED) {
        pPtr->color = BLACK;
        break;
      }

      if (ht < 2)
        break;

      if (dir[ht - 2] == 0) {
        rPtr = stack[ht - 1]->link[1];

        if (!rPtr)
          break;

        if (rPtr->color == RED) {
          stack[ht - 1]->color = RED;
          rPtr->color = BLACK;
          stack[ht - 1]->link[1] = rPtr->link[0];
          rPtr->link[0] = stack[ht - 1];

          if (stack[ht - 1] == root) {
            root = rPtr;
          } else {
            stack[ht - 2]->link[dir[ht - 2]] = rPtr;
          }
          dir[ht] = 0;
          stack[ht] = stack[ht - 1];
          stack[ht - 1] = rPtr;
          ht++;

          rPtr = stack[ht - 1]->link[1];
        }

        if ((!rPtr->link[0] || rPtr->link[0]->color == BLACK) &&
          (!rPtr->link[1] || rPtr->link[1]->color == BLACK)) {
          rPtr->color = RED;
        } else {
          if (!rPtr->link[1] || rPtr->link[1]->color == BLACK) {
            qPtr = rPtr->link[0];
            rPtr->color = RED;
            qPtr->color = BLACK;
            rPtr->link[0] = qPtr->link[1];
            qPtr->link[1] = rPtr;
            rPtr = stack[ht - 1]->link[1] = qPtr;
          }
          rPtr->color = stack[ht - 1]->color;
          stack[ht - 1]->color = BLACK;
          rPtr->link[1]->color = BLACK;
          stack[ht - 1]->link[1] = rPtr->link[0];
          rPtr->link[0] = stack[ht - 1];
          if (stack[ht - 1] == root) {
            root = rPtr;
          } else {
            stack[ht - 2]->link[dir[ht - 2]] = rPtr;
          }
          break;
        }
      } else {
        rPtr = stack[ht - 1]->link[0];
        if (!rPtr)
          break;

        if (rPtr->color == RED) {
          stack[ht - 1]->color = RED;
          rPtr->color = BLACK;
          stack[ht - 1]->link[0] = rPtr->link[1];
          rPtr->link[1] = stack[ht - 1];

          if (stack[ht - 1] == root) {
            root = rPtr;
          } else {
            stack[ht - 2]->link[dir[ht - 2]] = rPtr;
          }
          dir[ht] = 1;
          stack[ht] = stack[ht - 1];
          stack[ht - 1] = rPtr;
          ht++;

          rPtr = stack[ht - 1]->link[0];
        }
        if ((!rPtr->link[0] || rPtr->link[0]->color == BLACK) &&
          (!rPtr->link[1] || rPtr->link[1]->color == BLACK)) {
          rPtr->color = RED;
        } else {
          if (!rPtr->link[0] || rPtr->link[0]->color == BLACK) {
            qPtr = rPtr->link[1];
            rPtr->color = RED;
            qPtr->color = BLACK;
            rPtr->link[1] = qPtr->link[0];
            qPtr->link[0] = rPtr;
            rPtr = stack[ht - 1]->link[0] = qPtr;
          }
          rPtr->color = stack[ht - 1]->color;
          stack[ht - 1]->color = BLACK;
          rPtr->link[0]->color = BLACK;
          stack[ht - 1]->link[0] = rPtr->link[1];
          rPtr->link[1] = stack[ht - 1];
          if (stack[ht - 1] == root) {
            root = rPtr;
          } else {
            stack[ht - 2]->link[dir[ht - 2]] = rPtr;
          }
          break;
        }
      }
      ht--;
    }
  }
}

// Print the inorder traversal of the tree
void inorderTraversal(struct rbNode *node) {
  if (node) {
    inorderTraversal(node->link[0]);
    printf("%d  ", node->data);
    inorderTraversal(node->link[1]);
  }
  return;
}

// Driver code
int main() {
  int ch, data;
  while (1) {
    printf("1. Insertion\t2. Deletion\n");
    printf("3. Traverse\t4. Exit");
    printf("\nEnter your choice:");
    scanf("%d", &ch);
    switch (ch) {
      case 1:
        printf("Enter the element to insert:");
        scanf("%d", &data);
        insertion(data);
        break;
      case 2:
        printf("Enter the element to delete:");
        scanf("%d", &data);
        deletion(data);
        break;
      case 3:
        inorderTraversal(root);
        printf("\n");
        break;
      case 4:
        exit(0);
      default:
        printf("Not available\n");
        break;
    }
    printf("\n");
  }
  return 0;
}

// Implementing Red-Black Tree in C++

#include <iostream>
using namespace std;

struct Node {
  int data;
  Node *parent;
  Node *left;
  Node *right;
  int color;
};

typedef Node *NodePtr;

class RedBlackTree {
   private:
  NodePtr root;
  NodePtr TNULL;

  void initializeNULLNode(NodePtr node, NodePtr parent) {
    node->data = 0;
    node->parent = parent;
    node->left = nullptr;
    node->right = nullptr;
    node->color = 0;
  }

  // Preorder
  void preOrderHelper(NodePtr node) {
    if (node != TNULL) {
      cout << node->data << " ";
      preOrderHelper(node->left);
      preOrderHelper(node->right);
    }
  }

  // Inorder
  void inOrderHelper(NodePtr node) {
    if (node != TNULL) {
      inOrderHelper(node->left);
      cout << node->data << " ";
      inOrderHelper(node->right);
    }
  }

  // Post order
  void postOrderHelper(NodePtr node) {
    if (node != TNULL) {
      postOrderHelper(node->left);
      postOrderHelper(node->right);
      cout << node->data << " ";
    }
  }

  NodePtr searchTreeHelper(NodePtr node, int key) {
    if (node == TNULL || key == node->data) {
      return node;
    }

    if (key < node->data) {
      return searchTreeHelper(node->left, key);
    }
    return searchTreeHelper(node->right, key);
  }

  // For balancing the tree after deletion
  void deleteFix(NodePtr x) {
    NodePtr s;
    while (x != root && x->color == 0) {
      if (x == x->parent->left) {
        s = x->parent->right;
        if (s->color == 1) {
          s->color = 0;
          x->parent->color = 1;
          leftRotate(x->parent);
          s = x->parent->right;
        }

        if (s->left->color == 0 && s->right->color == 0) {
          s->color = 1;
          x = x->parent;
        } else {
          if (s->right->color == 0) {
            s->left->color = 0;
            s->color = 1;
            rightRotate(s);
            s = x->parent->right;
          }

          s->color = x->parent->color;
          x->parent->color = 0;
          s->right->color = 0;
          leftRotate(x->parent);
          x = root;
        }
      } else {
        s = x->parent->left;
        if (s->color == 1) {
          s->color = 0;
          x->parent->color = 1;
          rightRotate(x->parent);
          s = x->parent->left;
        }

        if (s->right->color == 0 && s->right->color == 0) {
          s->color = 1;
          x = x->parent;
        } else {
          if (s->left->color == 0) {
            s->right->color = 0;
            s->color = 1;
            leftRotate(s);
            s = x->parent->left;
          }

          s->color = x->parent->color;
          x->parent->color = 0;
          s->left->color = 0;
          rightRotate(x->parent);
          x = root;
        }
      }
    }
    x->color = 0;
  }

  void rbTransplant(NodePtr u, NodePtr v) {
    if (u->parent == nullptr) {
      root = v;
    } else if (u == u->parent->left) {
      u->parent->left = v;
    } else {
      u->parent->right = v;
    }
    v->parent = u->parent;
  }

  void deleteNodeHelper(NodePtr node, int key) {
    NodePtr z = TNULL;
    NodePtr x, y;
    while (node != TNULL) {
      if (node->data == key) {
        z = node;
      }

      if (node->data <= key) {
        node = node->right;
      } else {
        node = node->left;
      }
    }

    if (z == TNULL) {
      cout << "Key not found in the tree" << endl;
      return;
    }

    y = z;
    int y_original_color = y->color;
    if (z->left == TNULL) {
      x = z->right;
      rbTransplant(z, z->right);
    } else if (z->right == TNULL) {
      x = z->left;
      rbTransplant(z, z->left);
    } else {
      y = minimum(z->right);
      y_original_color = y->color;
      x = y->right;
      if (y->parent == z) {
        x->parent = y;
      } else {
        rbTransplant(y, y->right);
        y->right = z->right;
        y->right->parent = y;
      }

      rbTransplant(z, y);
      y->left = z->left;
      y->left->parent = y;
      y->color = z->color;
    }
    delete z;
    if (y_original_color == 0) {
      deleteFix(x);
    }
  }

  // For balancing the tree after insertion
  void insertFix(NodePtr k) {
    NodePtr u;
    while (k->parent->color == 1) {
      if (k->parent == k->parent->parent->right) {
        u = k->parent->parent->left;
        if (u->color == 1) {
          u->color = 0;
          k->parent->color = 0;
          k->parent->parent->color = 1;
          k = k->parent->parent;
        } else {
          if (k == k->parent->left) {
            k = k->parent;
            rightRotate(k);
          }
          k->parent->color = 0;
          k->parent->parent->color = 1;
          leftRotate(k->parent->parent);
        }
      } else {
        u = k->parent->parent->right;

        if (u->color == 1) {
          u->color = 0;
          k->parent->color = 0;
          k->parent->parent->color = 1;
          k = k->parent->parent;
        } else {
          if (k == k->parent->right) {
            k = k->parent;
            leftRotate(k);
          }
          k->parent->color = 0;
          k->parent->parent->color = 1;
          rightRotate(k->parent->parent);
        }
      }
      if (k == root) {
        break;
      }
    }
    root->color = 0;
  }

  void printHelper(NodePtr root, string indent, bool last) {
    if (root != TNULL) {
      cout << indent;
      if (last) {
        cout << "R----";
        indent += "   ";
      } else {
        cout << "L----";
        indent += "|  ";
      }

      string sColor = root->color ? "RED" : "BLACK";
      cout << root->data << "(" << sColor << ")" << endl;
      printHelper(root->left, indent, false);
      printHelper(root->right, indent, true);
    }
  }

   public:
  RedBlackTree() {
    TNULL = new Node;
    TNULL->color = 0;
    TNULL->left = nullptr;
    TNULL->right = nullptr;
    root = TNULL;
  }

  void preorder() {
    preOrderHelper(this->root);
  }

  void inorder() {
    inOrderHelper(this->root);
  }

  void postorder() {
    postOrderHelper(this->root);
  }

  NodePtr searchTree(int k) {
    return searchTreeHelper(this->root, k);
  }

  NodePtr minimum(NodePtr node) {
    while (node->left != TNULL) {
      node = node->left;
    }
    return node;
  }

  NodePtr maximum(NodePtr node) {
    while (node->right != TNULL) {
      node = node->right;
    }
    return node;
  }

  NodePtr successor(NodePtr x) {
    if (x->right != TNULL) {
      return minimum(x->right);
    }

    NodePtr y = x->parent;
    while (y != TNULL && x == y->right) {
      x = y;
      y = y->parent;
    }
    return y;
  }

  NodePtr predecessor(NodePtr x) {
    if (x->left != TNULL) {
      return maximum(x->left);
    }

    NodePtr y = x->parent;
    while (y != TNULL && x == y->left) {
      x = y;
      y = y->parent;
    }

    return y;
  }

  void leftRotate(NodePtr x) {
    NodePtr y = x->right;
    x->right = y->left;
    if (y->left != TNULL) {
      y->left->parent = x;
    }
    y->parent = x->parent;
    if (x->parent == nullptr) {
      this->root = y;
    } else if (x == x->parent->left) {
      x->parent->left = y;
    } else {
      x->parent->right = y;
    }
    y->left = x;
    x->parent = y;
  }

  void rightRotate(NodePtr x) {
    NodePtr y = x->left;
    x->left = y->right;
    if (y->right != TNULL) {
      y->right->parent = x;
    }
    y->parent = x->parent;
    if (x->parent == nullptr) {
      this->root = y;
    } else if (x == x->parent->right) {
      x->parent->right = y;
    } else {
      x->parent->left = y;
    }
    y->right = x;
    x->parent = y;
  }

  // Inserting a node
  void insert(int key) {
    NodePtr node = new Node;
    node->parent = nullptr;
    node->data = key;
    node->left = TNULL;
    node->right = TNULL;
    node->color = 1;

    NodePtr y = nullptr;
    NodePtr x = this->root;

    while (x != TNULL) {
      y = x;
      if (node->data < x->data) {
        x = x->left;
      } else {
        x = x->right;
      }
    }

    node->parent = y;
    if (y == nullptr) {
      root = node;
    } else if (node->data < y->data) {
      y->left = node;
    } else {
      y->right = node;
    }

    if (node->parent == nullptr) {
      node->color = 0;
      return;
    }

    if (node->parent->parent == nullptr) {
      return;
    }

    insertFix(node);
  }

  NodePtr getRoot() {
    return this->root;
  }

  void deleteNode(int data) {
    deleteNodeHelper(this->root, data);
  }

  void printTree() {
    if (root) {
      printHelper(this->root, "", true);
    }
  }
};

int main() {
  RedBlackTree bst;
  bst.insert(55);
  bst.insert(40);
  bst.insert(65);
  bst.insert(60);
  bst.insert(75);
  bst.insert(57);

  bst.printTree();
  cout << endl
     << "After deleting" << endl;
  bst.deleteNode(40);
  bst.printTree();
}

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参考资料

认证课程

成为一名认证的 Python
程序员。

热门教程

参考资料

热门实例

DSA 简介

数据结构 (I)

数据结构 (II)

基于树的 DSA (I)

基于树的 DSA (II)

基于图的 DSA

排序和搜索算法

贪婪算法

动态规划

其他算法

红黑树的删除

从红黑树中删除元素

删除后维护红黑属性的算法

Python、Java 和 C/C++ 示例

目录

热门教程

热门实例

参考资料

认证课程

成为一名认证的 Python程序员。

热门教程

参考资料

热门实例

DSA 简介

数据结构 (I)

数据结构 (II)

基于树的 DSA (I)

基于树的 DSA (II)

基于图的 DSA

排序和搜索算法

贪婪算法

动态规划

其他算法

DSA 教程

红黑树的删除

从红黑树中删除元素

删除后维护红黑属性的算法

Python、Java 和 C/C++ 示例

目录

相关教程

成为一名认证的 Python
程序员。