{ "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/system-design-primer)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Design a hash map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constraints and assumptions\n", "\n", "* For simplicity, are the keys integers only?\n", " * Yes\n", "* For collision resolution, can we use chaining?\n", " * Yes\n", "* Do we have to worry about load factors?\n", " * No\n", "* Can we assume inputs are valid or do we have to validate them?\n", " * Assume they're valid\n", "* Can we assume this fits memory?\n", " * Yes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solution" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting hash_map.py\n" ] } ], "source": [ "%%writefile hash_map.py\n", "class Item(object):\n", "\n", " def __init__(self, key, value):\n", " self.key = key\n", " self.value = value\n", "\n", "\n", "class HashTable(object):\n", "\n", " def __init__(self, size):\n", " self.size = size\n", " self.table = [[] for _ in range(self.size)]\n", "\n", " def _hash_function(self, key):\n", " return key % self.size\n", "\n", " def set(self, key, value):\n", " hash_index = self._hash_function(key)\n", " for item in self.table[hash_index]:\n", " if item.key == key:\n", " item.value = value\n", " return\n", " self.table[hash_index].append(Item(key, value))\n", "\n", " def get(self, key):\n", " hash_index = self._hash_function(key)\n", " for item in self.table[hash_index]:\n", " if item.key == key:\n", " return item.value\n", " raise KeyError('Key not found')\n", "\n", " def remove(self, key):\n", " hash_index = self._hash_function(key)\n", " for index, item in enumerate(self.table[hash_index]):\n", " if item.key == key:\n", " del self.table[hash_index][index]\n", " return\n", " raise KeyError('Key not found')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }