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Simplify is_bst.py #10627
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Simplify is_bst.py
cclauss d47de46
updating DIRECTORY.md
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Update is_bst.py
cclauss 595c7a6
Rename is_bst.py to is_sorted.py
cclauss c6d76b6
updating DIRECTORY.md
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Update data_structures/binary_tree/is_sorted.py
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,131 +1,96 @@ | ||
""" | ||
Author : Alexander Pantyukhin | ||
Date : November 2, 2022 | ||
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||
Task: | ||
Given the root of a binary tree, determine if it is a valid binary search | ||
tree (BST). | ||
Given the root of a binary tree, determine if it is a valid binary search tree (BST). | ||
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A valid binary search tree is defined as follows: | ||
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- The left subtree of a node contains only nodes with keys less than the node's key. | ||
- The right subtree of a node contains only nodes with keys greater than the node's key. | ||
- Both the left and right subtrees must also be binary search trees. | ||
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Implementation notes: | ||
Depth-first search approach. | ||
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leetcode: https://leetcode.com/problems/validate-binary-search-tree/ | ||
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Let n is the number of nodes in tree | ||
If n is the number of nodes in the tree then: | ||
Runtime: O(n) | ||
Space: O(1) | ||
""" | ||
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from __future__ import annotations | ||
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from collections.abc import Iterator | ||
from dataclasses import dataclass | ||
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@dataclass | ||
class TreeNode: | ||
class Node: | ||
data: float | ||
left: TreeNode | None = None | ||
right: TreeNode | None = None | ||
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def is_binary_search_tree(root: TreeNode | None) -> bool: | ||
""" | ||
>>> is_binary_search_tree(TreeNode(data=2, | ||
... left=TreeNode(data=1), | ||
... right=TreeNode(data=3)) | ||
... ) | ||
True | ||
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>>> is_binary_search_tree(TreeNode(data=0, | ||
... left=TreeNode(data=-11), | ||
... right=TreeNode(data=3)) | ||
... ) | ||
True | ||
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>>> is_binary_search_tree(TreeNode(data=5, | ||
... left=TreeNode(data=1), | ||
... right=TreeNode(data=4, left=TreeNode(data=3))) | ||
... ) | ||
False | ||
left: Node | None = None | ||
right: Node | None = None | ||
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>>> is_binary_search_tree(TreeNode(data='a', | ||
... left=TreeNode(data=1), | ||
... right=TreeNode(data=4, left=TreeNode(data=3))) | ||
... ) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Each node should be type of TreeNode and data should be float. | ||
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>>> is_binary_search_tree(TreeNode(data=2, | ||
... left=TreeNode([]), | ||
... right=TreeNode(data=4, left=TreeNode(data=3))) | ||
... ) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Each node should be type of TreeNode and data should be float. | ||
""" | ||
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# Validation | ||
def is_valid_tree(node: TreeNode | None) -> bool: | ||
def __iter__(self) -> Iterator[float]: | ||
""" | ||
>>> is_valid_tree(None) | ||
True | ||
>>> is_valid_tree('abc') | ||
False | ||
>>> is_valid_tree(TreeNode(data='not a float')) | ||
False | ||
>>> is_valid_tree(TreeNode(data=1, left=TreeNode('123'))) | ||
False | ||
>>> root = Node(data=2.1) | ||
>>> list(root) | ||
[2.1] | ||
>>> root.left=Node(data=2.0) | ||
>>> list(root) | ||
[2.0, 2.1] | ||
>>> root.right=Node(data=2.2) | ||
>>> list(root) | ||
[2.0, 2.1, 2.2] | ||
""" | ||
if node is None: | ||
return True | ||
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if not isinstance(node, TreeNode): | ||
return False | ||
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try: | ||
float(node.data) | ||
except (TypeError, ValueError): | ||
return False | ||
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return is_valid_tree(node.left) and is_valid_tree(node.right) | ||
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if not is_valid_tree(root): | ||
raise ValueError( | ||
"Each node should be type of TreeNode and data should be float." | ||
) | ||
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def is_binary_search_tree_recursive_check( | ||
node: TreeNode | None, left_bound: float, right_bound: float | ||
) -> bool: | ||
if self.left: | ||
yield from self.left | ||
yield self.data | ||
if self.right: | ||
yield from self.right | ||
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@property | ||
def is_sorted(self) -> bool: | ||
""" | ||
>>> is_binary_search_tree_recursive_check(None) | ||
>>> Node(data='abc').is_sorted | ||
True | ||
>>> Node(data=2, | ||
... left=Node(data=1.999), | ||
... right=Node(data=3)).is_sorted | ||
True | ||
>>> is_binary_search_tree_recursive_check(TreeNode(data=1), 10, 20) | ||
>>> Node(data=0, | ||
... left=Node(data=0), | ||
... right=Node(data=0)).is_sorted | ||
True | ||
>>> Node(data=0, | ||
... left=Node(data=-11), | ||
... right=Node(data=3)).is_sorted | ||
True | ||
>>> Node(data=5, | ||
... left=Node(data=1), | ||
... right=Node(data=4, left=Node(data=3))).is_sorted | ||
False | ||
>>> Node(data='a', | ||
... left=Node(data=1), | ||
... right=Node(data=4, left=Node(data=3))).is_sorted | ||
Traceback (most recent call last): | ||
... | ||
TypeError: '<' not supported between instances of 'str' and 'int' | ||
>>> Node(data=2, | ||
... left=Node([]), | ||
... right=Node(data=4, left=Node(data=3))).is_sorted | ||
Traceback (most recent call last): | ||
... | ||
TypeError: '<' not supported between instances of 'int' and 'list' | ||
""" | ||
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if node is None: | ||
return True | ||
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return ( | ||
left_bound < node.data < right_bound | ||
and is_binary_search_tree_recursive_check(node.left, left_bound, node.data) | ||
and is_binary_search_tree_recursive_check( | ||
node.right, node.data, right_bound | ||
) | ||
) | ||
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return is_binary_search_tree_recursive_check(root, -float("inf"), float("inf")) | ||
if self.left and (self.data < self.left.data or not self.left.is_sorted): | ||
return False | ||
if self.right and (self.data > self.right.data or not self.right.is_sorted): | ||
return False | ||
return True | ||
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if __name__ == "__main__": | ||
import doctest | ||
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doctest.testmod() | ||
tree = Node(data=2.1, left=Node(data=2.0), right=Node(data=2.2)) | ||
print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.") | ||
assert tree.right | ||
tree.right.data = 2.0 | ||
print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.") | ||
tree.right.data = 2.1 | ||
print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.") |
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