紅黑樹和B 樹一樣,是平衡二元搜尋樹。紅黑樹每個節點都是有顏色的,要嘛是紅色,要嘛是黑色,但樹的根是黑色,最底部的葉也是黑色的。另外需要注意的是,紅黑樹任何節點到葉的直接路徑包含相同數量的黑色節點。
紅黑樹節點顏色的限制確保從根到葉的最長路徑不超過最短路徑的兩倍。
這是因為插入紅色節點不會違反紅黑樹的黑色節點數量性質。而且即便是新增紅色節點插入到原本的紅色節點,解決此問題會比違反黑色節點所造成的問題更容易。
import sys # 创建节点 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 # 前序 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) # 中序 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) # 后根 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 + " ") # 搜索树 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) # 删除后平衡树 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.right.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 # 节点删除 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) # 插入后平衡树 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()
以上是紅黑樹的原理及特性及其在Python中的程式碼實現的詳細內容。更多資訊請關注PHP中文網其他相關文章!