mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
synced 2024-03-22 13:11:13 +08:00
189 lines
3.8 KiB
Python
189 lines
3.8 KiB
Python
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"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)."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Solution Notebook"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Problem: Determine the height of a tree.\n",
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"\n",
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"* [Constraints](#Constraints)\n",
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"* [Test Cases](#Test-Cases)\n",
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"* [Algorithm](#Algorithm)\n",
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"* [Code](#Code)\n",
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"* [Unit Test](#Unit-Test)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Constraints\n",
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"\n",
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"* Is this a binary tree?\n",
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" * Yes\n",
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"* Can we assume we already have a Node class with an insert method?\n",
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" * Yes\n",
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"* Can we assume this fits memory?\n",
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" * Yes"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Test Cases\n",
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"\n",
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"* 5 -> 1\n",
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"* 5, 2, 8, 1, 3 -> 3"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Algorithm\n",
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"\n",
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"We'll use a recursive algorithm.\n",
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"\n",
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"* If the current node is None, return 0\n",
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"* Else, return 1 + the maximum height of the left or right children\n",
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" \n",
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"Complexity:\n",
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"* Time: O(n)\n",
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"* Space: O(h), where h is the height of the tree"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Code"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%run ../bst/bst.py"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"class BstHeight(Bst):\n",
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"\n",
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" def height(self, node):\n",
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" if node is None:\n",
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" return 0\n",
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" return 1 + max(self.height(node.left),\n",
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" self.height(node.right))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Unit Test"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Overwriting test_height.py\n"
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]
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}
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],
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"source": [
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"%%writefile test_height.py\n",
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"import unittest\n",
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"\n",
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"\n",
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"class TestHeight(unittest.TestCase):\n",
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"\n",
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" def test_height(self):\n",
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" bst = BstHeight(Node(5))\n",
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" self.assertEqual(bst.height(bst.root), 1)\n",
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" bst.insert(2)\n",
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" bst.insert(8)\n",
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" bst.insert(1)\n",
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" bst.insert(3)\n",
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" self.assertEqual(bst.height(bst.root), 3)\n",
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"\n",
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" print('Success: test_height')\n",
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"\n",
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"\n",
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"def main():\n",
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" test = TestHeight()\n",
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" test.test_height()\n",
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"\n",
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"\n",
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"if __name__ == '__main__':\n",
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" main()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Success: test_height\n"
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]
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}
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],
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"source": [
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"%run -i test_height.py"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.7.2"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 1
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}
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