|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)." |
| 8 | + ] |
| 9 | + }, |
| 10 | + { |
| 11 | + "cell_type": "markdown", |
| 12 | + "metadata": {}, |
| 13 | + "source": [ |
| 14 | + "# Design a hash map" |
| 15 | + ] |
| 16 | + }, |
| 17 | + { |
| 18 | + "cell_type": "markdown", |
| 19 | + "metadata": {}, |
| 20 | + "source": [ |
| 21 | + "## Constraints and assumptions\n", |
| 22 | + "\n", |
| 23 | + "* For simplicity, are the keys integers only?\n", |
| 24 | + " * Yes\n", |
| 25 | + "* For collision resolution, can we use chaining?\n", |
| 26 | + " * Yes\n", |
| 27 | + "* Do we have to worry about load factors?\n", |
| 28 | + " * No\n", |
| 29 | + "* Can we assume inputs are valid or do we have to validate them?\n", |
| 30 | + " * Assume they're valid\n", |
| 31 | + "* Can we assume this fits memory?\n", |
| 32 | + " * Yes" |
| 33 | + ] |
| 34 | + }, |
| 35 | + { |
| 36 | + "cell_type": "markdown", |
| 37 | + "metadata": {}, |
| 38 | + "source": [ |
| 39 | + "## Solution" |
| 40 | + ] |
| 41 | + }, |
| 42 | + { |
| 43 | + "cell_type": "code", |
| 44 | + "execution_count": 1, |
| 45 | + "metadata": { |
| 46 | + "collapsed": false |
| 47 | + }, |
| 48 | + "outputs": [ |
| 49 | + { |
| 50 | + "name": "stdout", |
| 51 | + "output_type": "stream", |
| 52 | + "text": [ |
| 53 | + "Overwriting hash_map.py\n" |
| 54 | + ] |
| 55 | + } |
| 56 | + ], |
| 57 | + "source": [ |
| 58 | + "%%writefile hash_map.py\n", |
| 59 | + "class Item(object):\n", |
| 60 | + "\n", |
| 61 | + " def __init__(self, key, value):\n", |
| 62 | + " self.key = key\n", |
| 63 | + " self.value = value\n", |
| 64 | + "\n", |
| 65 | + "\n", |
| 66 | + "class HashTable(object):\n", |
| 67 | + "\n", |
| 68 | + " def __init__(self, size):\n", |
| 69 | + " self.size = size\n", |
| 70 | + " self.table = [[] for _ in range(self.size)]\n", |
| 71 | + "\n", |
| 72 | + " def _hash_function(self, key):\n", |
| 73 | + " return key % self.size\n", |
| 74 | + "\n", |
| 75 | + " def set(self, key, value):\n", |
| 76 | + " hash_index = self._hash_function(key)\n", |
| 77 | + " for item in self.table[hash_index]:\n", |
| 78 | + " if item.key == key:\n", |
| 79 | + " item.value = value\n", |
| 80 | + " return\n", |
| 81 | + " self.table[hash_index].append(Item(key, value))\n", |
| 82 | + "\n", |
| 83 | + " def get(self, key):\n", |
| 84 | + " hash_index = self._hash_function(key)\n", |
| 85 | + " for item in self.table[hash_index]:\n", |
| 86 | + " if item.key == key:\n", |
| 87 | + " return item.value\n", |
| 88 | + " raise KeyError('Key not found')\n", |
| 89 | + "\n", |
| 90 | + " def remove(self, key):\n", |
| 91 | + " hash_index = self._hash_function(key)\n", |
| 92 | + " for index, item in enumerate(self.table[hash_index]):\n", |
| 93 | + " if item.key == key:\n", |
| 94 | + " del self.table[hash_index][index]\n", |
| 95 | + " return\n", |
| 96 | + " raise KeyError('Key not found')" |
| 97 | + ] |
| 98 | + } |
| 99 | + ], |
| 100 | + "metadata": { |
| 101 | + "kernelspec": { |
| 102 | + "display_name": "Python 3", |
| 103 | + "language": "python", |
| 104 | + "name": "python3" |
| 105 | + }, |
| 106 | + "language_info": { |
| 107 | + "codemirror_mode": { |
| 108 | + "name": "ipython", |
| 109 | + "version": 3 |
| 110 | + }, |
| 111 | + "file_extension": ".py", |
| 112 | + "mimetype": "text/x-python", |
| 113 | + "name": "python", |
| 114 | + "nbconvert_exporter": "python", |
| 115 | + "pygments_lexer": "ipython3", |
| 116 | + "version": "3.4.3" |
| 117 | + } |
| 118 | + }, |
| 119 | + "nbformat": 4, |
| 120 | + "nbformat_minor": 0 |
| 121 | +} |
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