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https://github.com/krahets/hello-algo.git
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Add implementation of array binary tree.
Rewrite the tree serialization and deserialization methods. Add applications of array and linked list.
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118
codes/python/chapter_tree/array_binary_tree.py
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118
codes/python/chapter_tree/array_binary_tree.py
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"""
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File: array_binary_tree.py
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Created Time: 2023-07-19
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Author: Krahets (krahets@163.com)
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"""
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import sys, os.path as osp
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sys.path.append(osp.dirname(osp.dirname(osp.abspath(__file__))))
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from modules import *
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class ArrayBinaryTree:
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"""数组表示下的二叉树类"""
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def __init__(self, arr: list[int | None]):
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"""构造方法"""
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self.__tree = list(arr)
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def size(self):
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"""节点数量"""
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return len(self.__tree)
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def val(self, i: int) -> int:
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"""获取索引为 i 节点的值"""
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# 若索引越界,则返回 None ,代表空位
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if i < 0 or i >= self.size():
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return None
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return self.__tree[i]
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def left(self, i: int) -> int | None:
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"""获取索引为 i 节点的左子节点的索引"""
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return 2 * i + 1
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def right(self, i: int) -> int | None:
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"""获取索引为 i 节点的右子节点的索引"""
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return 2 * i + 2
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def parent(self, i: int) -> int | None:
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"""获取索引为 i 节点的父节点的索引"""
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return (i - 1) // 2
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def level_order(self) -> list[int]:
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"""层序遍历"""
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self.res = []
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# 直接遍历数组
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for i in range(self.size()):
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if self.val(i) is not None:
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self.res.append(self.val(i))
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return self.res
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def __dfs(self, i: int, order: str):
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"""深度优先遍历"""
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if self.val(i) is None:
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return
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# 前序遍历
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if order == "pre":
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self.res.append(self.val(i))
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self.__dfs(self.left(i), order)
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# 中序遍历
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if order == "in":
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self.res.append(self.val(i))
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self.__dfs(self.right(i), order)
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# 后序遍历
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if order == "post":
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self.res.append(self.val(i))
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def pre_order(self) -> list[int]:
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"""前序遍历"""
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self.res = []
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self.__dfs(0, order="pre")
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return self.res
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def in_order(self) -> list[int]:
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"""中序遍历"""
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self.res = []
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self.__dfs(0, order="in")
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return self.res
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def post_order(self) -> list[int]:
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"""后序遍历"""
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self.res = []
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self.__dfs(0, order="post")
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return self.res
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"""Driver Code"""
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if __name__ == "__main__":
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# 初始化二叉树
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# 这里借助了一个从数组直接生成二叉树的函数
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arr = [1, 2, 3, 4, None, 6, 7, 8, 9, None, None, 12, None, None, 15]
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root = list_to_tree(arr)
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print("\n初始化二叉树\n")
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print(f"二叉树的数组表示:")
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print(arr)
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print(f"二叉树的链表表示:")
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print_tree(root)
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# 数组表示下的二叉树类
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abt = ArrayBinaryTree(arr)
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# 访问节点
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i = 1
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l, r, p = abt.left(i), abt.right(i), abt.parent(i)
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print(f"\n当前节点的索引为 {i} ,值为 {abt.val(i)}")
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print(f"其左子节点的索引为 {l} ,值为 {abt.val(l)}")
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print(f"其右子节点的索引为 {r} ,值为 {abt.val(r)}")
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print(f"其父节点的索引为 {p} ,值为 {abt.val(p)}")
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# 遍历树
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res = abt.level_order()
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print("\n层序遍历为:", res)
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res = abt.pre_order()
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print("前序遍历为:", res)
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res = abt.in_order()
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print("中序遍历为:", res)
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res = abt.post_order()
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print("后序遍历为:", res)
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@@ -3,13 +3,13 @@
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from __future__ import annotations
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# Import common libs here to simplify the codes by `from module import *`
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from .linked_list import (
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from .list_node import (
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ListNode,
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list_to_linked_list,
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linked_list_to_list,
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get_list_node,
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)
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from .binary_tree import TreeNode, list_to_tree, tree_to_list, get_tree_node
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from .tree_node import TreeNode, list_to_tree, tree_to_list, get_tree_node
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from .vertex import Vertex, vals_to_vets, vets_to_vals
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from .print_util import (
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print_matrix,
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@@ -1,72 +0,0 @@
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"""
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File: binary_tree.py
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Created Time: 2021-12-11
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Author: Krahets (krahets@163.com)
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"""
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from collections import deque
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class TreeNode:
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"""Definition for a binary tree node"""
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def __init__(self, val: int = 0):
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self.val: int = val # 节点值
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self.height: int = 0 # 节点高度
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self.left: TreeNode | None = None # 左子节点引用
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self.right: TreeNode | None = None # 右子节点引用
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def list_to_tree(arr: list[int]) -> TreeNode | None:
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"""Generate a binary tree with a list"""
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if not arr:
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return None
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i = 0
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root = TreeNode(arr[0])
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queue: deque[TreeNode] = deque([root])
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while queue:
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node: TreeNode = queue.popleft()
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i += 1
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if i >= len(arr):
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break
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if arr[i] != None:
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node.left = TreeNode(arr[i])
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queue.append(node.left)
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i += 1
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if i >= len(arr):
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break
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if arr[i] != None:
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node.right = TreeNode(arr[i])
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queue.append(node.right)
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return root
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def tree_to_list(root: TreeNode | None) -> list[int]:
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"""Serialize a tree into an array"""
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if not root:
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return []
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queue: deque[TreeNode] = deque()
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queue.append(root)
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res: list[int] = []
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while queue:
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node: TreeNode | None = queue.popleft()
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if node:
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res.append(node.val)
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queue.append(node.left)
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queue.append(node.right)
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else:
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res.append(None)
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return res
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def get_tree_node(root: TreeNode | None, val: int) -> TreeNode | None:
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"""Get a tree node with specific value in a binary tree"""
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if not root:
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return
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if root.val == val:
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return root
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left: TreeNode | None = get_tree_node(root.left, val)
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right: TreeNode | None = get_tree_node(root.right, val)
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return left if left else right
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@@ -1,5 +1,5 @@
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"""
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File: linked_list.py
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File: list_node.py
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Created Time: 2021-12-11
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Author: Krahets (krahets@163.com)
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"""
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@@ -4,8 +4,8 @@ Created Time: 2021-12-11
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Author: Krahets (krahets@163.com), msk397 (machangxinq@gmail.com)
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"""
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from .binary_tree import TreeNode, list_to_tree
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from .linked_list import ListNode, linked_list_to_list
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from .tree_node import TreeNode, list_to_tree
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from .list_node import ListNode, linked_list_to_list
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def print_matrix(mat: list[list[int]]) -> None:
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80
codes/python/modules/tree_node.py
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80
codes/python/modules/tree_node.py
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"""
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File: tree_node.py
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Created Time: 2021-12-11
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Author: Krahets (krahets@163.com)
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"""
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from collections import deque
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class TreeNode:
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"""二叉树节点类"""
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def __init__(self, val: int = 0):
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self.val: int = val # 节点值
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self.height: int = 0 # 节点高度
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self.left: TreeNode | None = None # 左子节点引用
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self.right: TreeNode | None = None # 右子节点引用
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# 序列化编码规则请参考:
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# https://www.hello-algo.com/chapter_tree/array_representation_of_tree/
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# 二叉树的数组表示:
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# [1, 2, 3, 4, None, 6, 7, 8, 9, None, None, 12, None, None, 15]
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# 二叉树的链表表示:
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# /——— 15
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# /——— 7
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# /——— 3
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# | \——— 6
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# | \——— 12
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# ——— 1
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# \——— 2
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# | /——— 9
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# \——— 4
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# \——— 8
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def list_to_tree_dfs(arr: list[int], i: int) -> TreeNode | None:
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"""将列表反序列化为二叉树:递归"""
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# 如果索引超出数组长度,或者对应的元素为 None,返回 None
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if i < 0 or i >= len(arr) or arr[i] is None:
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return None
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# 构建当前节点
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root = TreeNode(arr[i])
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# 递归构建左右子树
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root.left = list_to_tree_dfs(arr, 2 * i + 1)
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root.right = list_to_tree_dfs(arr, 2 * i + 2)
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return root
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def list_to_tree(arr: list[int]) -> TreeNode | None:
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"""将列表反序列化为二叉树"""
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return list_to_tree_dfs(arr, 0)
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def tree_to_list_dfs(root: TreeNode, i: int, res: list[int]) -> list[int]:
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"""将二叉树序列化为列表:递归"""
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if root is None:
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return
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if i >= len(res):
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res += [None] * (i - len(res) + 1)
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res[i] = root.val
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tree_to_list_dfs(root.left, 2 * i + 1, res)
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tree_to_list_dfs(root.right, 2 * i + 2, res)
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def tree_to_list(root: TreeNode | None) -> list[int]:
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"""将二叉树序列化为列表"""
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res = []
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tree_to_list_dfs(root, 0, res)
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return res
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def get_tree_node(root: TreeNode | None, val: int) -> TreeNode | None:
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"""Get a tree node with specific value in a binary tree"""
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if not root:
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return
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if root.val == val:
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return root
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left: TreeNode | None = get_tree_node(root.left, val)
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right: TreeNode | None = get_tree_node(root.right, val)
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return left if left else right
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