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| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "# Data Structure - Tries" |
| 8 | + ] |
| 9 | + }, |
| 10 | + { |
| 11 | + "cell_type": "markdown", |
| 12 | + "metadata": {}, |
| 13 | + "source": [ |
| 14 | + "## [211. Design Add and Search Words Data Structure](https://leetcode.com/problems/design-add-and-search-words-data-structure/)" |
| 15 | + ] |
| 16 | + }, |
| 17 | + { |
| 18 | + "cell_type": "code", |
| 19 | + "execution_count": 12, |
| 20 | + "metadata": {}, |
| 21 | + "outputs": [], |
| 22 | + "source": [ |
| 23 | + "class TrieNode:\n", |
| 24 | + " def __init__(self):\n", |
| 25 | + " self.children = {}\n", |
| 26 | + " self.is_leaf = False\n", |
| 27 | + "\n", |
| 28 | + "class WordDictionary:\n", |
| 29 | + " def __init__(self):\n", |
| 30 | + " \"\"\"\n", |
| 31 | + " Initialize your data structure here.\n", |
| 32 | + " \"\"\"\n", |
| 33 | + " self.root = TrieNode()\n", |
| 34 | + "\n", |
| 35 | + " def addWord(self, word: str) -> None:\n", |
| 36 | + " node = self.root\n", |
| 37 | + " for letter in word:\n", |
| 38 | + " if letter in node.children:\n", |
| 39 | + " node = node.children[letter]\n", |
| 40 | + " else:\n", |
| 41 | + " new_node = TrieNode()\n", |
| 42 | + " node.children[letter] = new_node\n", |
| 43 | + " node = new_node\n", |
| 44 | + " node.is_leaf = True\n", |
| 45 | + "\n", |
| 46 | + " def _search(self, word, i, node):\n", |
| 47 | + " if i == len(word):\n", |
| 48 | + " return node.is_leaf\n", |
| 49 | + " if word[i] == \".\":\n", |
| 50 | + " for child in node.children.values():\n", |
| 51 | + " if self._search(word, i+1, child):\n", |
| 52 | + " return True\n", |
| 53 | + " return False\n", |
| 54 | + " if word[i] not in node.children:\n", |
| 55 | + " return False\n", |
| 56 | + " return self._search(word, i+1, node.children[word[i]])\n", |
| 57 | + "\n", |
| 58 | + " def search(self, word: str) -> bool:\n", |
| 59 | + " return self._search(word, 0, self.root)\n", |
| 60 | + "\n", |
| 61 | + "null, true, false = None, True, False\n", |
| 62 | + "cases = [\n", |
| 63 | + " [\n", |
| 64 | + " [\"addWord\",\"addWord\",\"search\",\"search\",\"search\",\"search\",\"search\",\"search\",\"search\",\"search\"],\n", |
| 65 | + " [[\"a\"],[\"ab\"],[\"a\"],[\"a.\"],[\"ab\"],[\".a\"],[\".b\"],[\"ab.\"],[\".\"],[\"..\"]],\n", |
| 66 | + " [null,null,true,true,true,false,true,false,true,true]\n", |
| 67 | + " ]\n", |
| 68 | + "]\n", |
| 69 | + "wd = WordDictionary()\n", |
| 70 | + "for commands, args, expecteds in cases:\n", |
| 71 | + " for i, _ in enumerate(commands):\n", |
| 72 | + " command = commands[i]\n", |
| 73 | + " arg = args[i][0]\n", |
| 74 | + " expected = expecteds[i]\n", |
| 75 | + " if command == \"addWord\":\n", |
| 76 | + " wd.addWord(arg)\n", |
| 77 | + " else:\n", |
| 78 | + " actual = wd.search(arg)\n", |
| 79 | + " assert expected == actual, f\"{command,arg}: {expected} != {actual}\"\n", |
| 80 | + " \n" |
| 81 | + ] |
| 82 | + }, |
| 83 | + { |
| 84 | + "cell_type": "markdown", |
| 85 | + "metadata": {}, |
| 86 | + "source": [ |
| 87 | + "## [421. Maximum XOR of Two Numbers in an Array](https://leetcode.com/problems/maximum-xor-of-two-numbers-in-an-array/)\n", |
| 88 | + "\n", |
| 89 | + "This one uses a bitwise trie, which is really a kind of binary tree.\n", |
| 90 | + " " |
| 91 | + ] |
| 92 | + }, |
| 93 | + { |
| 94 | + "cell_type": "code", |
| 95 | + "execution_count": 109, |
| 96 | + "metadata": {}, |
| 97 | + "outputs": [], |
| 98 | + "source": [ |
| 99 | + "from typing import List\n", |
| 100 | + "\n", |
| 101 | + "def flipped(bit):\n", |
| 102 | + " return '0' if bit == '1' else '1'\n", |
| 103 | + "\n", |
| 104 | + "class Solution:\n", |
| 105 | + " def findMaximumXOR(self, nums: List[int]) -> int:\n", |
| 106 | + " root = {}\n", |
| 107 | + " required = len(bin(max(nums))[2:])\n", |
| 108 | + " bitstrs = [bin(val)[2:].zfill(required) for val in nums]\n", |
| 109 | + " for bitstr in bitstrs:\n", |
| 110 | + " node = root\n", |
| 111 | + " for bit in bitstr:\n", |
| 112 | + " if bit not in node:\n", |
| 113 | + " node[bit] = {}\n", |
| 114 | + " node = node[bit]\n", |
| 115 | + " \n", |
| 116 | + " best_xor = 0\n", |
| 117 | + " for bitstr in bitstrs:\n", |
| 118 | + " curr_xor = ''\n", |
| 119 | + " node = root\n", |
| 120 | + " for bit in bitstr:\n", |
| 121 | + " next_bit = flipped(bit) if flipped(bit) in node else bit\n", |
| 122 | + " curr_xor += '1' if next_bit != bit else '0'\n", |
| 123 | + " node = node[next_bit]\n", |
| 124 | + " best_xor = max(best_xor, int(curr_xor,2))\n", |
| 125 | + " return best_xor\n", |
| 126 | + " \n", |
| 127 | + "s = Solution()\n", |
| 128 | + "cases = [\n", |
| 129 | + " ([3,10,5,25,2,8], 28),\n", |
| 130 | + " ([0], 0),\n", |
| 131 | + " ([2,4], 6),\n", |
| 132 | + " ([8,10,2], 10),\n", |
| 133 | + " ([14,70,53,83,49,91,36,80,92,51,66,70], 127),\n", |
| 134 | + " ([32,18,33,42,29,20,26,36,15,46], 62)\n", |
| 135 | + "]\n", |
| 136 | + "for vals, expected in cases:\n", |
| 137 | + " actual = s.findMaximumXOR(vals)\n", |
| 138 | + " assert actual == expected, f\"{vals}: {expected} != {actual}\"" |
| 139 | + ] |
| 140 | + } |
| 141 | + ], |
| 142 | + "metadata": { |
| 143 | + "kernelspec": { |
| 144 | + "display_name": "Python 3", |
| 145 | + "language": "python", |
| 146 | + "name": "python3" |
| 147 | + }, |
| 148 | + "language_info": { |
| 149 | + "codemirror_mode": { |
| 150 | + "name": "ipython", |
| 151 | + "version": 3 |
| 152 | + }, |
| 153 | + "file_extension": ".py", |
| 154 | + "mimetype": "text/x-python", |
| 155 | + "name": "python", |
| 156 | + "nbconvert_exporter": "python", |
| 157 | + "pygments_lexer": "ipython3", |
| 158 | + "version": "3.8.5" |
| 159 | + } |
| 160 | + }, |
| 161 | + "nbformat": 4, |
| 162 | + "nbformat_minor": 4 |
| 163 | +} |
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