interactive-coding-challenges/graphs_trees/tree_height/height_solution.ipynb

189 lines
3.8 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: Determine the height of a 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",
"* Is this a binary tree?\n",
" * Yes\n",
"* Can we assume we already have a Node class with an insert method?\n",
" * Yes\n",
"* Can we assume this fits memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* 5 -> 1\n",
"* 5, 2, 8, 1, 3 -> 3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"We'll use a recursive algorithm.\n",
"\n",
"* If the current node is None, return 0\n",
"* Else, return 1 + the maximum height of the left or right children\n",
" \n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(h), where h is the height of the tree"
]
},
{
"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 BstHeight(Bst):\n",
"\n",
" def height(self, node):\n",
" if node is None:\n",
" return 0\n",
" return 1 + max(self.height(node.left),\n",
" self.height(node.right))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_height.py\n"
]
}
],
"source": [
"%%writefile test_height.py\n",
"import unittest\n",
"\n",
"\n",
"class TestHeight(unittest.TestCase):\n",
"\n",
" def test_height(self):\n",
" bst = BstHeight(Node(5))\n",
" self.assertEqual(bst.height(bst.root), 1)\n",
" bst.insert(2)\n",
" bst.insert(8)\n",
" bst.insert(1)\n",
" bst.insert(3)\n",
" self.assertEqual(bst.height(bst.root), 3)\n",
"\n",
" print('Success: test_height')\n",
"\n",
"\n",
"def main():\n",
" test = TestHeight()\n",
" test.test_height()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_height\n"
]
}
],
"source": [
"%run -i test_height.py"
]
}
],
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