From 56d8d1d7b2ac2e6ea15150f5b2e72a26b721d927 Mon Sep 17 00:00:00 2001 From: William Carroll Date: Sun, 15 Mar 2020 23:09:29 +0000 Subject: [PATCH] Solve InterviewCake's bst-checker problem Write a function that returns true if a given binary tree is a valid binary search tree (i.e. if all of root's left nodes are less than root.value, all of root's right nodes are greater than root.value, and both left and right subtrees are also valid binary search trees). --- scratch/deepmind/part_two/bst-checker.py | 110 +++++++++++++++++++++++ scratch/deepmind/part_two/todo.org | 4 +- 2 files changed, 112 insertions(+), 2 deletions(-) create mode 100644 scratch/deepmind/part_two/bst-checker.py diff --git a/scratch/deepmind/part_two/bst-checker.py b/scratch/deepmind/part_two/bst-checker.py new file mode 100644 index 000000000..fd0374a9c --- /dev/null +++ b/scratch/deepmind/part_two/bst-checker.py @@ -0,0 +1,110 @@ +import unittest +from collections import deque + + +# While this function solves the problem, it uses O(n) space since we're storing +# all of the less-thans and greater-thans. +def is_binary_search_tree_first_attempt(root): + q = deque() + q.append((set(), set(), root)) + + while q: + lts, gts, node = q.popleft() + + if not all([node.value < lt for lt in lts]): + return False + if not all([node.value > gt for gt in gts]): + return False + + if node.left: + q.append((lts | {node.value}, gts, node.left)) + if node.right: + q.append((lts, gts | {node.value}, node.right)) + + return True + + +# While I did not originally solve this problem this way, when I learned that I +# could condense the space of my solution's runtime, I wrote this. +def is_binary_search_tree(root): + q = deque() + q.append((None, None, root)) + + while q: + lt, gt, node = q.popleft() + + if not lt is None and node.value >= lt: + return False + if not gt is None and node.value <= gt: + return False + + if node.left: + q.append((node.value, gt, node.left)) + if node.right: + q.append((lt, node.value, node.right)) + + return True + + +# Tests +class Test(unittest.TestCase): + class BinaryTreeNode(object): + def __init__(self, value): + self.value = value + self.left = None + self.right = None + + def insert_left(self, value): + self.left = Test.BinaryTreeNode(value) + return self.left + + def insert_right(self, value): + self.right = Test.BinaryTreeNode(value) + return self.right + + def test_valid_full_tree(self): + tree = Test.BinaryTreeNode(50) + left = tree.insert_left(30) + right = tree.insert_right(70) + left.insert_left(10) + left.insert_right(40) + right.insert_left(60) + right.insert_right(80) + result = is_binary_search_tree(tree) + self.assertTrue(result) + + def test_both_subtrees_valid(self): + tree = Test.BinaryTreeNode(50) + left = tree.insert_left(30) + right = tree.insert_right(80) + left.insert_left(20) + left.insert_right(60) + right.insert_left(70) + right.insert_right(90) + result = is_binary_search_tree(tree) + self.assertFalse(result) + + def test_descending_linked_list(self): + tree = Test.BinaryTreeNode(50) + left = tree.insert_left(40) + left_left = left.insert_left(30) + left_left_left = left_left.insert_left(20) + left_left_left.insert_left(10) + result = is_binary_search_tree(tree) + self.assertTrue(result) + + def test_out_of_order_linked_list(self): + tree = Test.BinaryTreeNode(50) + right = tree.insert_right(70) + right_right = right.insert_right(60) + right_right.insert_right(80) + result = is_binary_search_tree(tree) + self.assertFalse(result) + + def test_one_node_tree(self): + tree = Test.BinaryTreeNode(50) + result = is_binary_search_tree(tree) + self.assertTrue(result) + + +unittest.main(verbosity=2) diff --git a/scratch/deepmind/part_two/todo.org b/scratch/deepmind/part_two/todo.org index 3ddd9206a..97b5e6fad 100644 --- a/scratch/deepmind/part_two/todo.org +++ b/scratch/deepmind/part_two/todo.org @@ -22,7 +22,7 @@ ** DONE Merging Meeting Times * Trees and graphs ** DONE Balanced Binary Tree -** TODO Binary Search Tree Checker +** DONE Binary Search Tree Checker ** TODO 2nd Largest Item in a Binary Search Tree ** TODO Graph Coloring ** TODO MeshMessage @@ -33,7 +33,7 @@ ** TODO Making Change ** TODO The Cake Thief ** DONE Balanced Binary Tree -** TODO Binary Search Tree Checker +** DONE Binary Search Tree Checker ** TODO 2nd Largest Item in a Binary Search Tree * Queues and stacks ** TODO Largest Stack