Files
interactive-coding-challenges/graphs_trees/bst_successor/bst_successor_solution.ipynb
2020-07-10 21:02:32 -04:00

244 lines
6.2 KiB
Python

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Find the in-order successor of a given node in a binary search tree.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constraints\n",
"\n",
"* If there is no successor, do we return None?\n",
" * Yes\n",
"* If the input is None, should we throw an exception?\n",
" * Yes\n",
"* Can we assume we already have a Node class that keeps track of parents?\n",
" * Yes\n",
"* Can we assume this fits memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"<pre>\n",
" _5_\n",
" / \\\n",
" 3 8\n",
" / \\ / \\\n",
" 2 4 6 12\n",
" / \\ / \\\n",
" 1 7 10 15\n",
" /\n",
" 9\n",
"\n",
"In: None Out: Exception\n",
"In: 4 Out: 5\n",
"In: 5 Out: 6\n",
"In: 8 Out: 9\n",
"In: 15 Out: None\n",
"</pre>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"* If the node has a right subtree, return the left-most node in the right subtree\n",
"* Else, go up until you find a node that is its parent's left node\n",
" * If you get to the root (ie node.parent is None), return None\n",
" * The original input node must be the largest in the tree\n",
" * Else, return the parent\n",
" \n",
"Complexity:\n",
"* Time: O(h), where h is the height of the tree\n",
"* Space: O(h), where h is the recursion depth (tree height), or O(1) if using an iterative approach"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%run ../bst/bst.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class BstSuccessor(object):\n",
"\n",
" def get_next(self, node):\n",
" if node is None:\n",
" raise TypeError('node cannot be None')\n",
" if node.right is not None:\n",
" return self._left_most(node.right)\n",
" else:\n",
" return self._next_ancestor(node)\n",
"\n",
" def _left_most(self, node):\n",
" if node.left is not None:\n",
" return self._left_most(node.left)\n",
" else:\n",
" return node.data\n",
"\n",
" def _next_ancestor(self, node):\n",
" if node.parent is not None:\n",
" if node.parent.data > node.data:\n",
" return node.parent.data\n",
" else:\n",
" return self._next_ancestor(node.parent)\n",
" # We reached the root, the original input node\n",
" # must be the largest element in the tree.\n",
" return None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_bst_successor.py\n"
]
}
],
"source": [
"%%writefile test_bst_successor.py\n",
"import unittest\n",
"\n",
"\n",
"class TestBstSuccessor(unittest.TestCase):\n",
"\n",
" def test_bst_successor_empty(self):\n",
" bst_successor = BstSuccessor()\n",
" bst_successor.get_next(None)\n",
"\n",
" def test_bst_successor(self):\n",
" nodes = {}\n",
" node = Node(5)\n",
" nodes[5] = node\n",
" bst = Bst(nodes[5])\n",
" nodes[3] = bst.insert(3)\n",
" nodes[8] = bst.insert(8)\n",
" nodes[2] = bst.insert(2)\n",
" nodes[4] = bst.insert(4)\n",
" nodes[6] = bst.insert(6)\n",
" nodes[12] = bst.insert(12)\n",
" nodes[1] = bst.insert(1)\n",
" nodes[7] = bst.insert(7)\n",
" nodes[10] = bst.insert(10)\n",
" nodes[15] = bst.insert(15)\n",
" nodes[9] = bst.insert(9)\n",
"\n",
" bst_successor = BstSuccessor()\n",
" self.assertEqual(bst_successor.get_next(nodes[4]), 5)\n",
" self.assertEqual(bst_successor.get_next(nodes[5]), 6)\n",
" self.assertEqual(bst_successor.get_next(nodes[8]), 9)\n",
" self.assertEqual(bst_successor.get_next(nodes[15]), None)\n",
"\n",
" print('Success: test_bst_successor')\n",
"\n",
"\n",
"def main():\n",
" test = TestBstSuccessor()\n",
" test.test_bst_successor()\n",
" test.assertRaises(TypeError, test.test_bst_successor_empty)\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_bst_successor\n"
]
}
],
"source": [
"%run -i test_bst_successor.py"
]
}
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