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hello-algo/en/codes/python/chapter_tree/avl_tree.py

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6.8 KiB

"""
File: avl_tree.py
Created Time: 2022-12-20
Author: a16su (lpluls001@gmail.com)
"""
import sys
from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from modules import TreeNode, print_tree
class AVLTree:
"""AVL tree"""
def __init__(self):
"""Constructor"""
self._root = None
def get_root(self) -> TreeNode | None:
"""Get binary tree root node"""
return self._root
def height(self, node: TreeNode | None) -> int:
"""Get node height"""
# Empty node height is -1, leaf node height is 0
if node is not None:
return node.height
return -1
def update_height(self, node: TreeNode | None):
"""Update node height"""
# Node height equals the height of the tallest subtree + 1
node.height = max([self.height(node.left), self.height(node.right)]) + 1
def balance_factor(self, node: TreeNode | None) -> int:
"""Get balance factor"""
# Empty node balance factor is 0
if node is None:
return 0
# Node balance factor = left subtree height - right subtree height
return self.height(node.left) - self.height(node.right)
def right_rotate(self, node: TreeNode | None) -> TreeNode | None:
"""Right rotation operation"""
child = node.left
grand_child = child.right
# Rotate node to the right around child
child.right = node
node.left = grand_child
# Update node height
self.update_height(node)
self.update_height(child)
# Return the root of the subtree after rotation
return child
def left_rotate(self, node: TreeNode | None) -> TreeNode | None:
"""Left rotation operation"""
child = node.right
grand_child = child.left
# Rotate node to the left around child
child.left = node
node.right = grand_child
# Update node height
self.update_height(node)
self.update_height(child)
# Return the root of the subtree after rotation
return child
def rotate(self, node: TreeNode | None) -> TreeNode | None:
"""Perform rotation operation to restore balance to the subtree"""
# Get the balance factor of node
balance_factor = self.balance_factor(node)
# Left-leaning tree
if balance_factor > 1:
if self.balance_factor(node.left) >= 0:
# Right rotation
return self.right_rotate(node)
else:
# First left rotation then right rotation
node.left = self.left_rotate(node.left)
return self.right_rotate(node)
# Right-leaning tree
elif balance_factor < -1:
if self.balance_factor(node.right) <= 0:
# Left rotation
return self.left_rotate(node)
else:
# First right rotation then left rotation
node.right = self.right_rotate(node.right)
return self.left_rotate(node)
# Balanced tree, no rotation needed, return
return node
def insert(self, val):
"""Insert node"""
self._root = self.insert_helper(self._root, val)
def insert_helper(self, node: TreeNode | None, val: int) -> TreeNode:
"""Recursively insert node (helper method)"""
if node is None:
return TreeNode(val)
# 1. Find insertion position and insert node
if val < node.val:
node.left = self.insert_helper(node.left, val)
elif val > node.val:
node.right = self.insert_helper(node.right, val)
else:
# Do not insert duplicate nodes, return
return node
# Update node height
self.update_height(node)
# 2. Perform rotation operation to restore balance to the subtree
return self.rotate(node)
def remove(self, val: int):
"""Remove node"""
self._root = self.remove_helper(self._root, val)
def remove_helper(self, node: TreeNode | None, val: int) -> TreeNode | None:
"""Recursively remove node (helper method)"""
if node is None:
return None
# 1. Find and remove the node
if val < node.val:
node.left = self.remove_helper(node.left, val)
elif val > node.val:
node.right = self.remove_helper(node.right, val)
else:
if node.left is None or node.right is None:
child = node.left or node.right
# Number of child nodes = 0, remove node and return
if child is None:
return None
# Number of child nodes = 1, remove node
else:
node = child
else:
# Number of child nodes = 2, remove the next node in in-order traversal and replace the current node with it
temp = node.right
while temp.left is not None:
temp = temp.left
node.right = self.remove_helper(node.right, temp.val)
node.val = temp.val
# Update node height
self.update_height(node)
# 2. Perform rotation operation to restore balance to the subtree
return self.rotate(node)
def search(self, val: int) -> TreeNode | None:
"""Search node"""
cur = self._root
# Loop find, break after passing leaf nodes
while cur is not None:
# Target node is in cur's right subtree
if cur.val < val:
cur = cur.right
# Target node is in cur's left subtree
elif cur.val > val:
cur = cur.left
# Found target node, break loop
else:
break
# Return target node
return cur
"""Driver Code"""
if __name__ == "__main__":
def test_insert(tree: AVLTree, val: int):
tree.insert(val)
print("\nInsert node {} after, AVL tree is".format(val))
print_tree(tree.get_root())
def test_remove(tree: AVLTree, val: int):
tree.remove(val)
print("\nRemove node {} after, AVL tree is".format(val))
print_tree(tree.get_root())
# Initialize empty AVL tree
avl_tree = AVLTree()
# Insert node
# Notice how the AVL tree maintains balance after inserting nodes
for val in [1, 2, 3, 4, 5, 8, 7, 9, 10, 6]:
test_insert(avl_tree, val)
# Insert duplicate node
test_insert(avl_tree, 7)
# Remove node
# Notice how the AVL tree maintains balance after removing nodes
test_remove(avl_tree, 8) # Remove node with degree 0
test_remove(avl_tree, 5) # Remove node with degree 1
test_remove(avl_tree, 4) # Remove node with degree 2
result_node = avl_tree.search(7)
print("\nFound node object is {}, node value = {}".format(result_node, result_node.val))